NETFLIX DATASET ANALYSIS WITH R:

This dataset combines data sources from Netflix, Rotten Tomatoes, IMBD, posters, box office information, trailers on YouTube, and more using a variety of APIs. Note that there is no official Netflix API.

Loading Required Packages.

library(tidyverse)
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Displaying my current working directory.

getwd()
## [1] "C:/Netflix Dataset Analysis"

Collecting the data.

Netflix = read.csv("C:/Netflix Dataset Analysis/netflix-rotten-tomatoes-metacritic-imdb.csv")

Displaying the first six rows of the dataset.

head(Netflix)
##                 Title                                  Genre
## 1    Lets Fight Ghost Crime, Drama, Fantasy, Horror, Romance
## 2 HOW TO BUILD A GIRL                                 Comedy
## 3          Centigrade                        Drama, Thriller
## 4               ANNE+                                  Drama
## 5               Moxie                Animation, Short, Drama
## 6    The Con-Heartist                        Comedy, Romance
##                                                                          Tags
## 1 Comedy Programmes,Romantic TV Comedies,Horror Programmes,Thai TV Programmes
## 2                                Dramas,Comedies,Films Based on Books,British
## 3                                                                   Thrillers
## 4                                 TV Dramas,Romantic TV Dramas,Dutch TV Shows
## 5       Social Issue Dramas,Teen Movies,Dramas,Comedies,Movies Based on Books
## 6          Romantic Comedies,Comedies,Romantic Films,Thai Comedies,Thai Films
##          Languages Series.or.Movie Hidden.Gem.Score
## 1 Swedish, Spanish          Series              4.3
## 2          English           Movie              7.0
## 3          English           Movie              6.4
## 4          Turkish          Series              7.7
## 5          English           Movie              8.1
## 6             Thai           Movie              8.6
##                                                                                                                                                                                                                                                                                                                Country.Availability
## 1                                                                                                                                                                                                                                                                                                                          Thailand
## 2                                                                                                                                                                                                                                                                                                                            Canada
## 3                                                                                                                                                                                                                                                                                                                            Canada
## 4                                                                                                                                                                                                                                                                                                               Belgium,Netherlands
## 5 Lithuania,Poland,France,Iceland,Italy,Spain,Greece,Czech Republic,Belgium,Portugal,Canada,Hungary,Mexico,Slovakia,Sweden,South Africa,Netherlands,Germany,Thailand,Turkey,Singapore,Romania,Argentina,Israel,Switzerland,Australia,United Kingdom,Brazil,Malaysia,India,Colombia,Hong Kong,Japan,South Korea,United States,Russia
## 6                                                                                                                                                                                                                                                                                                                          Thailand
##        Runtime        Director
## 1 < 30 minutes Tomas Alfredson
## 2     1-2 hour   Coky Giedroyc
## 3     1-2 hour   Brendan Walsh
## 4 < 30 minutes                
## 5     1-2 hour   Stephen Irwin
## 6      > 2 hrs   Mez Tharatorn
##                                                             Writer
## 1                                            John Ajvide Lindqvist
## 2                                                    Caitlin Moran
## 3                                       Brendan Walsh, Daley Nixon
## 4                                                                 
## 5                                                                 
## 6 Pattaranad Bhiboonsawade, Thodsapon Thiptinnakorn, Mez Tharatorn
##                                                                               Actors
## 1                          Kåre Hedebrant, Per Ragnar, Lina Leandersson, Henrik Dahl
## 2                                Paddy Considine, Cleo, Beanie Feldstein, Dónal Finn
## 3                                                  Genesis Rodriguez, Vincent Piazza
## 4                        Vahide Perçin, Gonca Vuslateri, Cansu Dere, Beren Gokyildiz
## 5                                                                       Ragga Gudrun
## 6 Thiti Mahayotaruk, Nadech Kugimiya, Kathaleeya McIntosh, Pimchanok Leuwisetpaiboon
##   View.Rating IMDb.Score Rotten.Tomatoes.Score Metacritic.Score Awards.Received
## 1           R        7.9                    98               82              74
## 2           R        5.8                    79               69               1
## 3     Unrated        4.3                    NA               46              NA
## 4                    6.5                    NA               NA               1
## 5                    6.3                    NA               NA              NA
## 6                    7.4                    NA               NA              NA
##   Awards.Nominated.For  Boxoffice Release.Date Netflix.Release.Date
## 1                   57 $2,122,065  12 Dec 2008           2021-03-04
## 2                   NA    $70,632  08 May 2020           2021-03-04
## 3                   NA    $16,263  28 Aug 2020           2021-03-04
## 4                   NA             01 Oct 2016           2021-03-04
## 5                    4             22 Sep 2011           2021-03-04
## 6                   NA             03 Dec 2020           2021-03-03
##                         Production.House                           Netflix.Link
## 1              Canal+, Sandrew Metronome https://www.netflix.com/watch/81415947
## 2 Film 4, Monumental Pictures, Lionsgate https://www.netflix.com/watch/81041267
## 3                                        https://www.netflix.com/watch/81305978
## 4                                        https://www.netflix.com/watch/81336456
## 5                                        https://www.netflix.com/watch/81078393
## 6                                        https://www.netflix.com/watch/81306155
##                               IMDb.Link
## 1  https://www.imdb.com/title/tt1139797
## 2  https://www.imdb.com/title/tt4193072
## 3  https://www.imdb.com/title/tt8945942
## 4  https://www.imdb.com/title/tt6132758
## 5  https://www.imdb.com/title/tt2023611
## 6 https://www.imdb.com/title/tt13393728
##                                                                                                                                                    Summary
## 1   A med student with a supernatural gift tries to cash in on his abilities by facing off against ghosts, till a wandering spirit brings romance instead.
## 2 When nerdy Johanna moves to London, things get out of hand when she reinvents herself as a bad-mouthed music critic to save her poverty-stricken family.
## 3   Trapped in a frozen car during a blizzard, a pregnant woman and her husband fight to survive while the temperatures plummet. Inspired by a true story.
## 4     Upon moving into a new place, a 20-something runs into a former flame that triggers memories of past relationships since their split four years ago.
## 5         Inspired by her moms rebellious past and a confident new friend, a shy 16-year-old publishes an anonymous zine calling out sexism at her school.
## 6    After her ex-boyfriend cons her out of a large sum of money, a former bank employee tricks a scam artist into helping her swindle him in retaliation.
##   IMDb.Votes
## 1     205926
## 2       2838
## 3       1720
## 4       1147
## 5         63
## 6        131
##                                                                                                                                                                                                                                 Image
## 1 https://occ-0-4708-64.1.nflxso.net/dnm/api/v6/evlCitJPPCVCry0BZlEFb5-QjKc/AAAABcmgLCxN8dNahdY2kgd1hhcL2a6XrE92x24Bx5h6JFUvH5zMrv6lFWl_aWMt33b6DHvkgsUeDx_8Q1rmopwT3fuF8Rq3S1hrkvFf3uzVv2sb3zrtU-LM1Zy1FfrAKD3nKNyA_RQWrmw.jpg?r=cd0
## 2                                                 https://occ-0-1081-999.1.nflxso.net/dnm/api/v6/evlCitJPPCVCry0BZlEFb5-QjKc/AAAABe_fxMSBM1E-sSoszr12SmkI-498sqBWrEyhkchdn4UklQVjdoPS_Hj-NhvgbePvwlDSzMTcrIE0kgiy-zTEU_EaGg.jpg?r=35a
## 3                                                 https://occ-0-1081-999.1.nflxso.net/dnm/api/v6/evlCitJPPCVCry0BZlEFb5-QjKc/AAAABW-fG-2_s3pGsBdbw4nLCWENcRKL2Ngj7Kv5_QQVgZ--GT8eg-BlyJZM9ZaAg5kAYHefo77975PKaTZ3Yza1zLQwgQ.jpg?r=66b
## 4                                                https://occ-0-1489-1490.1.nflxso.net/dnm/api/v6/evlCitJPPCVCry0BZlEFb5-QjKc/AAAABeq3p0f50KPNQTYmozdPUenqXI3bh6Hadry-yMpooR0_Hm2VzUqIzq1V7oihe9ImLxaZC72w9HttdBRoORQT-WVkaA.jpg?r=f82
## 5               https://occ-0-4039-1500.1.nflxso.net/dnm/api/v6/evlCitJPPCVCry0BZlEFb5-QjKc/AAAABb72YCHDSHzrB8i5_iG56UFm-qV2bslRyMHIqZ4tmlIpeVtMsqAyUem6JAxXtV4Ec9jlA4EpTdf5tNX2ivyLUwmPy4d3xowFdJE63MPXbWu8kAnc-j9qhAZrmMI.jpg?r=fad
## 6                                                  https://occ-0-2188-64.1.nflxso.net/dnm/api/v6/evlCitJPPCVCry0BZlEFb5-QjKc/AAAABSj6td_whxb4en62Ax5EKSKMl2lTzEK5CcBhwBdjRgF6SOJb4RtVoLhPAUWEskuOxPiaafxU1qauZDTJguwNQ9GstA.jpg?r=e76
##                                                                                                                               Poster
## 1 https://m.media-amazon.com/images/M/MV5BOWM4NTY2NTMtZDZlZS00NTgyLWEzZDMtODE3ZGI1MzI3ZmU5XkEyXkFqcGdeQXVyNzI1NzMxNzM@._V1_SX300.jpg
## 2 https://m.media-amazon.com/images/M/MV5BZGUyN2ZlMjYtZTk2Yy00MWZiLWIyMDktMzFlMmEzOWVlMGNiXkEyXkFqcGdeQXVyMTE1MzI2NzIz._V1_SX300.jpg
## 3 https://m.media-amazon.com/images/M/MV5BODM2MDQ5MjktYTM1ZS00Y2M4LTg0MDAtZjFjZDM1MDQxZGRmXkEyXkFqcGdeQXVyNDA1NDA2NTk@._V1_SX300.jpg
## 4 https://m.media-amazon.com/images/M/MV5BNWRkMzdiYjgtOTA0Yi00NjZiLWFjZjMtYThlMTE5MWEwYWU4XkEyXkFqcGdeQXVyODY1MDkwOQ@@._V1_SX300.jpg
## 5 https://m.media-amazon.com/images/M/MV5BODYyNWFjODYtYTU3NC00ZmM2LTk3YzEtZDQzZjU0YzZhMTkzXkEyXkFqcGdeQXVyMTE2NzYxNDcz._V1_SX300.jpg
## 6 https://m.media-amazon.com/images/M/MV5BODAzOGZmNjUtMTIyMC00NGU1LTg5MTMtZWY4MDdiZjI0NGEwXkEyXkFqcGdeQXVyNzEyMTA5MTU@._V1_SX300.jpg
##                                  TMDb.Trailer Trailer.Site
## 1                                                         
## 2 https://www.youtube.com/watch?v=eIbcxPy4okQ      YouTube
## 3 https://www.youtube.com/watch?v=0RvV7TNUlkQ      YouTube
## 4                                                         
## 5                                                         
## 6 https://www.youtube.com/watch?v=md3CmFLGK6Y      YouTube

Checking the number of rows and dimension of the dataset.

dim(Netflix)
## [1] 15480    29
nrow(Netflix)
## [1] 15480

Displaying the column names of our dataframe.

colnames(Netflix)
##  [1] "Title"                 "Genre"                 "Tags"                 
##  [4] "Languages"             "Series.or.Movie"       "Hidden.Gem.Score"     
##  [7] "Country.Availability"  "Runtime"               "Director"             
## [10] "Writer"                "Actors"                "View.Rating"          
## [13] "IMDb.Score"            "Rotten.Tomatoes.Score" "Metacritic.Score"     
## [16] "Awards.Received"       "Awards.Nominated.For"  "Boxoffice"            
## [19] "Release.Date"          "Netflix.Release.Date"  "Production.House"     
## [22] "Netflix.Link"          "IMDb.Link"             "Summary"              
## [25] "IMDb.Votes"            "Image"                 "Poster"               
## [28] "TMDb.Trailer"          "Trailer.Site"

Inspecting the dataframe and look for inconguencies.

str(Netflix)
## 'data.frame':    15480 obs. of  29 variables:
##  $ Title                : chr  "Lets Fight Ghost" "HOW TO BUILD A GIRL" "Centigrade" "ANNE+" ...
##  $ Genre                : chr  "Crime, Drama, Fantasy, Horror, Romance" "Comedy" "Drama, Thriller" "Drama" ...
##  $ Tags                 : chr  "Comedy Programmes,Romantic TV Comedies,Horror Programmes,Thai TV Programmes" "Dramas,Comedies,Films Based on Books,British" "Thrillers" "TV Dramas,Romantic TV Dramas,Dutch TV Shows" ...
##  $ Languages            : chr  "Swedish, Spanish" "English" "English" "Turkish" ...
##  $ Series.or.Movie      : chr  "Series" "Movie" "Movie" "Series" ...
##  $ Hidden.Gem.Score     : num  4.3 7 6.4 7.7 8.1 8.6 8.7 6.9 8.3 5.3 ...
##  $ Country.Availability : chr  "Thailand" "Canada" "Canada" "Belgium,Netherlands" ...
##  $ Runtime              : chr  "< 30 minutes" "1-2 hour" "1-2 hour" "< 30 minutes" ...
##  $ Director             : chr  "Tomas Alfredson" "Coky Giedroyc" "Brendan Walsh" "" ...
##  $ Writer               : chr  "John Ajvide Lindqvist" "Caitlin Moran" "Brendan Walsh, Daley Nixon" "" ...
##  $ Actors               : chr  "Kåre Hedebrant, Per Ragnar, Lina Leandersson, Henrik Dahl" "Paddy Considine, Cleo, Beanie Feldstein, Dónal Finn" "Genesis Rodriguez, Vincent Piazza" "Vahide Perçin, Gonca Vuslateri, Cansu Dere, Beren Gokyildiz" ...
##  $ View.Rating          : chr  "R" "R" "Unrated" "" ...
##  $ IMDb.Score           : num  7.9 5.8 4.3 6.5 6.3 7.4 7.5 3.9 6.7 6.6 ...
##  $ Rotten.Tomatoes.Score: num  98 79 NA NA NA NA NA NA NA NA ...
##  $ Metacritic.Score     : num  82 69 46 NA NA NA NA NA NA NA ...
##  $ Awards.Received      : num  74 1 NA 1 NA NA 2 NA 2 NA ...
##  $ Awards.Nominated.For : num  57 NA NA NA 4 NA 4 NA 1 NA ...
##  $ Boxoffice            : chr  "$2,122,065" "$70,632" "$16,263" "" ...
##  $ Release.Date         : chr  "12 Dec 2008" "08 May 2020" "28 Aug 2020" "01 Oct 2016" ...
##  $ Netflix.Release.Date : chr  "2021-03-04" "2021-03-04" "2021-03-04" "2021-03-04" ...
##  $ Production.House     : chr  "Canal+, Sandrew Metronome" "Film 4, Monumental Pictures, Lionsgate" "" "" ...
##  $ Netflix.Link         : chr  "https://www.netflix.com/watch/81415947" "https://www.netflix.com/watch/81041267" "https://www.netflix.com/watch/81305978" "https://www.netflix.com/watch/81336456" ...
##  $ IMDb.Link            : chr  "https://www.imdb.com/title/tt1139797" "https://www.imdb.com/title/tt4193072" "https://www.imdb.com/title/tt8945942" "https://www.imdb.com/title/tt6132758" ...
##  $ Summary              : chr  "A med student with a supernatural gift tries to cash in on his abilities by facing off against ghosts, till a w"| __truncated__ "When nerdy Johanna moves to London, things get out of hand when she reinvents herself as a bad-mouthed music cr"| __truncated__ "Trapped in a frozen car during a blizzard, a pregnant woman and her husband fight to survive while the temperat"| __truncated__ "Upon moving into a new place, a 20-something runs into a former flame that triggers memories of past relationsh"| __truncated__ ...
##  $ IMDb.Votes           : num  205926 2838 1720 1147 63 ...
##  $ Image                : chr  "https://occ-0-4708-64.1.nflxso.net/dnm/api/v6/evlCitJPPCVCry0BZlEFb5-QjKc/AAAABcmgLCxN8dNahdY2kgd1hhcL2a6XrE92x"| __truncated__ "https://occ-0-1081-999.1.nflxso.net/dnm/api/v6/evlCitJPPCVCry0BZlEFb5-QjKc/AAAABe_fxMSBM1E-sSoszr12SmkI-498sqBW"| __truncated__ "https://occ-0-1081-999.1.nflxso.net/dnm/api/v6/evlCitJPPCVCry0BZlEFb5-QjKc/AAAABW-fG-2_s3pGsBdbw4nLCWENcRKL2Ngj"| __truncated__ "https://occ-0-1489-1490.1.nflxso.net/dnm/api/v6/evlCitJPPCVCry0BZlEFb5-QjKc/AAAABeq3p0f50KPNQTYmozdPUenqXI3bh6H"| __truncated__ ...
##  $ Poster               : chr  "https://m.media-amazon.com/images/M/MV5BOWM4NTY2NTMtZDZlZS00NTgyLWEzZDMtODE3ZGI1MzI3ZmU5XkEyXkFqcGdeQXVyNzI1NzM"| __truncated__ "https://m.media-amazon.com/images/M/MV5BZGUyN2ZlMjYtZTk2Yy00MWZiLWIyMDktMzFlMmEzOWVlMGNiXkEyXkFqcGdeQXVyMTE1MzI"| __truncated__ "https://m.media-amazon.com/images/M/MV5BODM2MDQ5MjktYTM1ZS00Y2M4LTg0MDAtZjFjZDM1MDQxZGRmXkEyXkFqcGdeQXVyNDA1NDA"| __truncated__ "https://m.media-amazon.com/images/M/MV5BNWRkMzdiYjgtOTA0Yi00NjZiLWFjZjMtYThlMTE5MWEwYWU4XkEyXkFqcGdeQXVyODY1MDk"| __truncated__ ...
##  $ TMDb.Trailer         : chr  "" "https://www.youtube.com/watch?v=eIbcxPy4okQ" "https://www.youtube.com/watch?v=0RvV7TNUlkQ" "" ...
##  $ Trailer.Site         : chr  "" "YouTube" "YouTube" "" ...

As we can see that the datatype of released date and netflix released date is in chr so first we will change it into dmy and ymd and then into date.

Changing the datatypes.

Netflix$Release.Date <- dmy(Netflix$Release.Date)

Netflix$Netflix.Release.Date <- ymd(Netflix$Netflix.Release.Date)
Netflix$Release.Date <- as.Date(Netflix$Release.Date)

Netflix$Netflix.Release.Date <- as.Date(Netflix$Netflix.Release.Date)

Checking if it’s changed or not.

str(Netflix)
## 'data.frame':    15480 obs. of  29 variables:
##  $ Title                : chr  "Lets Fight Ghost" "HOW TO BUILD A GIRL" "Centigrade" "ANNE+" ...
##  $ Genre                : chr  "Crime, Drama, Fantasy, Horror, Romance" "Comedy" "Drama, Thriller" "Drama" ...
##  $ Tags                 : chr  "Comedy Programmes,Romantic TV Comedies,Horror Programmes,Thai TV Programmes" "Dramas,Comedies,Films Based on Books,British" "Thrillers" "TV Dramas,Romantic TV Dramas,Dutch TV Shows" ...
##  $ Languages            : chr  "Swedish, Spanish" "English" "English" "Turkish" ...
##  $ Series.or.Movie      : chr  "Series" "Movie" "Movie" "Series" ...
##  $ Hidden.Gem.Score     : num  4.3 7 6.4 7.7 8.1 8.6 8.7 6.9 8.3 5.3 ...
##  $ Country.Availability : chr  "Thailand" "Canada" "Canada" "Belgium,Netherlands" ...
##  $ Runtime              : chr  "< 30 minutes" "1-2 hour" "1-2 hour" "< 30 minutes" ...
##  $ Director             : chr  "Tomas Alfredson" "Coky Giedroyc" "Brendan Walsh" "" ...
##  $ Writer               : chr  "John Ajvide Lindqvist" "Caitlin Moran" "Brendan Walsh, Daley Nixon" "" ...
##  $ Actors               : chr  "Kåre Hedebrant, Per Ragnar, Lina Leandersson, Henrik Dahl" "Paddy Considine, Cleo, Beanie Feldstein, Dónal Finn" "Genesis Rodriguez, Vincent Piazza" "Vahide Perçin, Gonca Vuslateri, Cansu Dere, Beren Gokyildiz" ...
##  $ View.Rating          : chr  "R" "R" "Unrated" "" ...
##  $ IMDb.Score           : num  7.9 5.8 4.3 6.5 6.3 7.4 7.5 3.9 6.7 6.6 ...
##  $ Rotten.Tomatoes.Score: num  98 79 NA NA NA NA NA NA NA NA ...
##  $ Metacritic.Score     : num  82 69 46 NA NA NA NA NA NA NA ...
##  $ Awards.Received      : num  74 1 NA 1 NA NA 2 NA 2 NA ...
##  $ Awards.Nominated.For : num  57 NA NA NA 4 NA 4 NA 1 NA ...
##  $ Boxoffice            : chr  "$2,122,065" "$70,632" "$16,263" "" ...
##  $ Release.Date         : Date, format: "2008-12-12" "2020-05-08" ...
##  $ Netflix.Release.Date : Date, format: "2021-03-04" "2021-03-04" ...
##  $ Production.House     : chr  "Canal+, Sandrew Metronome" "Film 4, Monumental Pictures, Lionsgate" "" "" ...
##  $ Netflix.Link         : chr  "https://www.netflix.com/watch/81415947" "https://www.netflix.com/watch/81041267" "https://www.netflix.com/watch/81305978" "https://www.netflix.com/watch/81336456" ...
##  $ IMDb.Link            : chr  "https://www.imdb.com/title/tt1139797" "https://www.imdb.com/title/tt4193072" "https://www.imdb.com/title/tt8945942" "https://www.imdb.com/title/tt6132758" ...
##  $ Summary              : chr  "A med student with a supernatural gift tries to cash in on his abilities by facing off against ghosts, till a w"| __truncated__ "When nerdy Johanna moves to London, things get out of hand when she reinvents herself as a bad-mouthed music cr"| __truncated__ "Trapped in a frozen car during a blizzard, a pregnant woman and her husband fight to survive while the temperat"| __truncated__ "Upon moving into a new place, a 20-something runs into a former flame that triggers memories of past relationsh"| __truncated__ ...
##  $ IMDb.Votes           : num  205926 2838 1720 1147 63 ...
##  $ Image                : chr  "https://occ-0-4708-64.1.nflxso.net/dnm/api/v6/evlCitJPPCVCry0BZlEFb5-QjKc/AAAABcmgLCxN8dNahdY2kgd1hhcL2a6XrE92x"| __truncated__ "https://occ-0-1081-999.1.nflxso.net/dnm/api/v6/evlCitJPPCVCry0BZlEFb5-QjKc/AAAABe_fxMSBM1E-sSoszr12SmkI-498sqBW"| __truncated__ "https://occ-0-1081-999.1.nflxso.net/dnm/api/v6/evlCitJPPCVCry0BZlEFb5-QjKc/AAAABW-fG-2_s3pGsBdbw4nLCWENcRKL2Ngj"| __truncated__ "https://occ-0-1489-1490.1.nflxso.net/dnm/api/v6/evlCitJPPCVCry0BZlEFb5-QjKc/AAAABeq3p0f50KPNQTYmozdPUenqXI3bh6H"| __truncated__ ...
##  $ Poster               : chr  "https://m.media-amazon.com/images/M/MV5BOWM4NTY2NTMtZDZlZS00NTgyLWEzZDMtODE3ZGI1MzI3ZmU5XkEyXkFqcGdeQXVyNzI1NzM"| __truncated__ "https://m.media-amazon.com/images/M/MV5BZGUyN2ZlMjYtZTk2Yy00MWZiLWIyMDktMzFlMmEzOWVlMGNiXkEyXkFqcGdeQXVyMTE1MzI"| __truncated__ "https://m.media-amazon.com/images/M/MV5BODM2MDQ5MjktYTM1ZS00Y2M4LTg0MDAtZjFjZDM1MDQxZGRmXkEyXkFqcGdeQXVyNDA1NDA"| __truncated__ "https://m.media-amazon.com/images/M/MV5BNWRkMzdiYjgtOTA0Yi00NjZiLWFjZjMtYThlMTE5MWEwYWU4XkEyXkFqcGdeQXVyODY1MDk"| __truncated__ ...
##  $ TMDb.Trailer         : chr  "" "https://www.youtube.com/watch?v=eIbcxPy4okQ" "https://www.youtube.com/watch?v=0RvV7TNUlkQ" "" ...
##  $ Trailer.Site         : chr  "" "YouTube" "YouTube" "" ...

Checking for null values in our dataset.

null_sum <- colSums(is.na(Netflix))

null_sum
##                 Title                 Genre                  Tags 
##                     0                     0                     0 
##             Languages       Series.or.Movie      Hidden.Gem.Score 
##                     0                     0                  2101 
##  Country.Availability               Runtime              Director 
##                     0                     0                     0 
##                Writer                Actors           View.Rating 
##                     0                     0                     0 
##            IMDb.Score Rotten.Tomatoes.Score      Metacritic.Score 
##                  2099                  9098                 11144 
##       Awards.Received  Awards.Nominated.For             Boxoffice 
##                  9405                  7819                     0 
##          Release.Date  Netflix.Release.Date      Production.House 
##                  2107                     0                     0 
##          Netflix.Link             IMDb.Link               Summary 
##                     0                     0                     0 
##            IMDb.Votes                 Image                Poster 
##                  2101                     0                     0 
##          TMDb.Trailer          Trailer.Site 
##                     0                     0

Checking the column names which are left for analysis.

colnames(Netflix)
##  [1] "Title"                 "Genre"                 "Tags"                 
##  [4] "Languages"             "Series.or.Movie"       "Hidden.Gem.Score"     
##  [7] "Country.Availability"  "Runtime"               "Director"             
## [10] "Writer"                "Actors"                "View.Rating"          
## [13] "IMDb.Score"            "Rotten.Tomatoes.Score" "Awards.Received"      
## [16] "Awards.Nominated.For"  "Boxoffice"             "Release.Date"         
## [19] "Netflix.Release.Date"  "IMDb.Votes"

Creating two new columns which are Released_year and Released_Year_Net.

Netflix$Released_Year <- year(as.Date(Netflix$Release.Date))

Netflix$Released_Year_Net <- year(as.Date(Netflix$Netflix.Release.Date))

Filling the missing values in Hidden.Gem.Score, IMDb.Score, Rotten.Tomatoes.Score, Awards.Received, Awards.Nominated.For, IMDB.Votes with 0.

Netflix$Hidden.Gem.Score <- ifelse(is.na(Netflix$Hidden.Gem.Score), 0, Netflix$Hidden.Gem.Score)
Netflix$IMDb.Score <- ifelse(is.na(Netflix$IMDb.Score), 0, Netflix$IMDb.Score)
Netflix$Rotten.Tomatoes.Score <- ifelse(is.na(Netflix$Rotten.Tomatoes.Score), 0, Netflix$Rotten.Tomatoes.Score)
Netflix$Awards.Received <- ifelse(is.na(Netflix$Awards.Received), 0, Netflix$Awards.Received)
Netflix$Awards.Nominated.For <- ifelse(is.na(Netflix$Awards.Nominated.For), 0, Netflix$Awards.Nominated.For)
Netflix$IMDb.Votes <- ifelse(is.na(Netflix$IMDb.Votes), 0, Netflix$IMDb.Votes)

Checking for the null values in our dataframe which are left after removing few columns.

sum(is.na(Netflix))
## [1] 4214

As we can see there are still few null values left in few columns but, we are going to remove them later in our analysis.

Checking for any duplicate values in our dataset.

anyDuplicated(Netflix)
## [1] 0

Seeing how many observations fall under each of these columns.

table(Netflix$Released_Year)
## 
## 1910 1912 1913 1914 1915 1916 1918 1920 1921 1922 1923 1924 1925 1927 1928 1929 
##    2    1    1    1    3    2    2    3    5    1    2    3    1    1    1    4 
## 1930 1931 1932 1934 1936 1937 1938 1939 1940 1941 1942 1943 1946 1947 1948 1949 
##    2    3    2    1    1    1    1    3    4    3    1    1    1    2    1    3 
## 1950 1951 1952 1953 1954 1955 1956 1957 1958 1959 1960 1961 1962 1963 1964 1965 
##    2    5    4    6    2    5    2    4    2   10    3    6    8    6   11   10 
## 1966 1967 1968 1969 1970 1971 1972 1973 1974 1975 1976 1977 1978 1979 1980 1981 
##   12   10   11   13    9   11   19   14   17   13   12   18   20   16   22   23 
## 1982 1983 1984 1985 1986 1987 1988 1989 1990 1991 1992 1993 1994 1995 1996 1997 
##   30   28   28   32   41   46   49   49   55   58   45   73   76   71   70   77 
## 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 
##  108   98  112  135  137  193  189  228  263  258  296  322  392  452  524  581 
## 2014 2015 2016 2017 2018 2019 2020 2021 2022 
##  698  882 1097 1408 1495 1330  875   82    1
table(Netflix$Released_Year_Net)
## 
## 2015 2016 2017 2018 2019 2020 2021 
## 3260 1344 1643 2128 2722 3698  685
table(Netflix$Genre)
## 
##                                                                                                         
##                                                                                                    1710 
##                                                                                                  Action 
##                                                                                                      73 
##                                                                                       Action, Adventure 
##                                                                                                      19 
##                                 Action, Adventure, Biography, Crime, Fantasy, Horror, Mystery, Thriller 
##                                                                                                       1 
##                                                                     Action, Adventure, Biography, Drama 
##                                                                                                       1 
##                                                            Action, Adventure, Biography, Drama, History 
##                                                                                                       2 
##                                                   Action, Adventure, Biography, Drama, History, Romance 
##                                                                                                       1 
##                                                  Action, Adventure, Biography, Drama, Romance, Thriller 
##                                                                                                       1 
##                                                           Action, Adventure, Biography, Drama, Thriller 
##                                                                                                       2 
##                                                                   Action, Adventure, Biography, History 
##                                                                                                       1 
##                                                          Action, Adventure, Biography, History, Romance 
##                                                                                                       1 
##                                                                               Action, Adventure, Comedy 
##                                                                                                      20 
##                                                                        Action, Adventure, Comedy, Crime 
##                                                                                                      12 
##                                               Action, Adventure, Comedy, Crime, Drama, Family, Thriller 
##                                                                                                       1 
##                                              Action, Adventure, Comedy, Crime, Drama, Mystery, Thriller 
##                                                                                                       1 
##                                                       Action, Adventure, Comedy, Crime, Drama, Thriller 
##                                                                                                       1 
##                                                                Action, Adventure, Comedy, Crime, Family 
##                                                                                                       3 
##                                               Action, Adventure, Comedy, Crime, Family, Mystery, Sci-Fi 
##                                                                                                       1 
##                                                        Action, Adventure, Comedy, Crime, Music, Musical 
##                                                                                                       1 
##                                                               Action, Adventure, Comedy, Crime, Mystery 
##                                                                                                       1 
##                                                     Action, Adventure, Comedy, Crime, Mystery, Thriller 
##                                                                                                       1 
##                                                              Action, Adventure, Comedy, Crime, Thriller 
##                                                                                                       6 
##                                                                        Action, Adventure, Comedy, Drama 
##                                                                                                       1 
##                                                       Action, Adventure, Comedy, Drama, Family, Mystery 
##                                                                                                       1 
##                                                 Action, Adventure, Comedy, Drama, Family, Sci-Fi, Sport 
##                                                                                                       1 
##                                                               Action, Adventure, Comedy, Drama, Fantasy 
##                                                                                                       2 
##                                     Action, Adventure, Comedy, Drama, Fantasy, Horror, Mystery, Romance 
##                                                                                                       1 
##                            Action, Adventure, Comedy, Drama, Fantasy, Horror, Mystery, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                       Action, Adventure, Comedy, Drama, Fantasy, Sci-Fi 
##                                                                                                       1 
##                                                                       Action, Adventure, Comedy, Family 
##                                                                                                       6 
##                                                              Action, Adventure, Comedy, Family, Fantasy 
##                                                                                                       2 
##                                                     Action, Adventure, Comedy, Family, Fantasy, Mystery 
##                                                                                                       1 
##                                                      Action, Adventure, Comedy, Family, Fantasy, Sci-Fi 
##                                                                                                       4 
##                                                    Action, Adventure, Comedy, Family, Fantasy, Thriller 
##                                                                                                       1 
##                                                      Action, Adventure, Comedy, Family, Mystery, Sci-Fi 
##                                                                                                       1 
##                                              Action, Adventure, Comedy, Family, Romance, Sport, Western 
##                                                                                                       1 
##                                                               Action, Adventure, Comedy, Family, Sci-Fi 
##                                                                                                       6 
##                                                                  Action, Adventure, Comedy, Family, War 
##                                                                                                       1 
##                                                              Action, Adventure, Comedy, Family, Western 
##                                                                                                       1 
##                                                                      Action, Adventure, Comedy, Fantasy 
##                                                                                                       7 
##                                                             Action, Adventure, Comedy, Fantasy, History 
##                                                                                                       1 
##                                                     Action, Adventure, Comedy, Fantasy, History, Sci-Fi 
##                                                                                                       2 
##                                            Action, Adventure, Comedy, Fantasy, Horror, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                             Action, Adventure, Comedy, Fantasy, Mystery 
##                                                                                                       1 
##                                                     Action, Adventure, Comedy, Fantasy, Mystery, Sci-Fi 
##                                                                                                       1 
##                                                             Action, Adventure, Comedy, Fantasy, Romance 
##                                                                                                       1 
##                                                              Action, Adventure, Comedy, Fantasy, Sci-Fi 
##                                                                                                       1 
##                                                                       Action, Adventure, Comedy, Horror 
##                                                                                                       1 
##                                                     Action, Adventure, Comedy, Horror, Sci-Fi, Thriller 
##                                                                                                       5 
##                                                             Action, Adventure, Comedy, Horror, Thriller 
##                                                                                                       1 
##                                                             Action, Adventure, Comedy, Musical, Mystery 
##                                                                                                       1 
##                                                             Action, Adventure, Comedy, Musical, Romance 
##                                                                                                       1 
##                                                                      Action, Adventure, Comedy, Mystery 
##                                                                                                       1 
##                                                              Action, Adventure, Comedy, Mystery, Sci-Fi 
##                                                                                                       1 
##                                                                      Action, Adventure, Comedy, Romance 
##                                                                                                       1 
##                                                            Action, Adventure, Comedy, Romance, Thriller 
##                                                                                                       1 
##                                                   Action, Adventure, Comedy, Romance, Thriller, Western 
##                                                                                                       1 
##                                                                       Action, Adventure, Comedy, Sci-Fi 
##                                                                                                      13 
##                                                                     Action, Adventure, Comedy, Thriller 
##                                                                                                       4 
##                                                                      Action, Adventure, Comedy, Western 
##                                                                                                       2 
##                                                                                Action, Adventure, Crime 
##                                                                                                       1 
##                                                                         Action, Adventure, Crime, Drama 
##                                                                                                       1 
##                                      Action, Adventure, Crime, Drama, Fantasy, Horror, Sci-Fi, Thriller 
##                                                                                                       1 
##                                              Action, Adventure, Crime, Drama, Fantasy, Horror, Thriller 
##                                                                                                       1 
##                                             Action, Adventure, Crime, Drama, Fantasy, Mystery, Thriller 
##                                                                                                       1 
##                                                        Action, Adventure, Crime, Drama, Fantasy, Sci-Fi 
##                                                                                                       1 
##                                                      Action, Adventure, Crime, Drama, History, Thriller 
##                                                                                                       1 
##                                              Action, Adventure, Crime, Drama, Horror, Mystery, Thriller 
##                                                                                                       1 
##                                                                Action, Adventure, Crime, Drama, Mystery 
##                                                                                                       1 
##                                                        Action, Adventure, Crime, Drama, Mystery, Sci-Fi 
##                                                                                                       1 
##                                                      Action, Adventure, Crime, Drama, Mystery, Thriller 
##                                                                                                       6 
##                                                      Action, Adventure, Crime, Drama, Romance, Thriller 
##                                                                                                       1 
##                                                       Action, Adventure, Crime, Drama, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                        Action, Adventure, Crime, Drama, Sport, Thriller 
##                                                                                                       1 
##                                                               Action, Adventure, Crime, Drama, Thriller 
##                                                                                                      11 
##                                                                Action, Adventure, Crime, Family, Sci-Fi 
##                                                                                                       1 
##                                            Action, Adventure, Crime, Fantasy, Mystery, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                    Action, Adventure, Crime, Fantasy, Mystery, Thriller 
##                                                                                                       1 
##                                                               Action, Adventure, Crime, Fantasy, Sci-Fi 
##                                                                                                       2 
##                                                             Action, Adventure, Crime, Fantasy, Thriller 
##                                                                                                       1 
##                                                             Action, Adventure, Crime, History, Thriller 
##                                                                                                       1 
##                                                              Action, Adventure, Crime, Horror, Thriller 
##                                                                                                       1 
##                                                             Action, Adventure, Crime, Mystery, Thriller 
##                                                                                                       5 
##                                                             Action, Adventure, Crime, Romance, Thriller 
##                                                                                                       2 
##                                                              Action, Adventure, Crime, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                               Action, Adventure, Crime, Sport, Thriller 
##                                                                                                       1 
##                                                                      Action, Adventure, Crime, Thriller 
##                                                                                                      11 
##                                                                                Action, Adventure, Drama 
##                                                                                                      17 
##                                                     Action, Adventure, Drama, Family, Fantasy, Thriller 
##                                                                                                       1 
##                                                                Action, Adventure, Drama, Family, Sci-Fi 
##                                                                                                       1 
##                                                                       Action, Adventure, Drama, Fantasy 
##                                                                                                      11 
##                                                              Action, Adventure, Drama, Fantasy, History 
##                                                                                                       1 
##                                                     Action, Adventure, Drama, Fantasy, History, Romance 
##                                                                                                       1 
##                                                         Action, Adventure, Drama, Fantasy, History, War 
##                                                                                                       1 
##                                                       Action, Adventure, Drama, Fantasy, Horror, Sci-Fi 
##                                                                                                       1 
##                                             Action, Adventure, Drama, Fantasy, Horror, Sci-Fi, Thriller 
##                                                                                                       2 
##                                                              Action, Adventure, Drama, Fantasy, Romance 
##                                                                                                       1 
##                                                    Action, Adventure, Drama, Fantasy, Romance, Thriller 
##                                                                                                       1 
##                                                               Action, Adventure, Drama, Fantasy, Sci-Fi 
##                                                                                                       3 
##                                                             Action, Adventure, Drama, Fantasy, Thriller 
##                                                                                                       1 
##                                                                       Action, Adventure, Drama, History 
##                                                                                                       4 
##                                                         Action, Adventure, Drama, History, Romance, War 
##                                                                                                       1 
##                                                             Action, Adventure, Drama, History, Thriller 
##                                                                                                       1 
##                                                        Action, Adventure, Drama, History, Thriller, War 
##                                                                                                       1 
##                                                                  Action, Adventure, Drama, History, War 
##                                                                                                       7 
##                                                              Action, Adventure, Drama, History, Western 
##                                                                                                       1 
##                                                                Action, Adventure, Drama, Horror, Sci-Fi 
##                                                                                                       1 
##                                                      Action, Adventure, Drama, Horror, Sci-Fi, Thriller 
##                                                                                                       2 
##                                                              Action, Adventure, Drama, Horror, Thriller 
##                                                                                                       3 
##                                                     Action, Adventure, Drama, Mystery, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                             Action, Adventure, Drama, Mystery, Thriller 
##                                                                                                       2 
##                                                                       Action, Adventure, Drama, Romance 
##                                                                                                       3 
##                                                             Action, Adventure, Drama, Romance, Thriller 
##                                                                                                       3 
##                                                    Action, Adventure, Drama, Romance, Thriller, Western 
##                                                                                                       1 
##                                                              Action, Adventure, Drama, Romance, Western 
##                                                                                                       1 
##                                                                        Action, Adventure, Drama, Sci-Fi 
##                                                                                                      14 
##                                                              Action, Adventure, Drama, Sci-Fi, Thriller 
##                                                                                                       8 
##                                                               Action, Adventure, Drama, Sport, Thriller 
##                                                                                                       1 
##                                                                      Action, Adventure, Drama, Thriller 
##                                                                                                      11 
##                                                                 Action, Adventure, Drama, Thriller, War 
##                                                                                                       1 
##                                                                           Action, Adventure, Drama, War 
##                                                                                                       2 
##                                                                       Action, Adventure, Drama, Western 
##                                                                                                       1 
##                                                                               Action, Adventure, Family 
##                                                                                                       1 
##                                                                      Action, Adventure, Family, Fantasy 
##                                                                                                      10 
##                                             Action, Adventure, Family, Fantasy, Horror, Sci-Fi, Western 
##                                                                                                       1 
##                                                             Action, Adventure, Family, Fantasy, Mystery 
##                                                                                                       2 
##                                                             Action, Adventure, Family, Fantasy, Romance 
##                                                                                                       1 
##                                                              Action, Adventure, Family, Fantasy, Sci-Fi 
##                                                                                                       6 
##                                                    Action, Adventure, Family, Fantasy, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                               Action, Adventure, Family, Horror, Sci-Fi 
##                                                                                                       1 
##                                                                       Action, Adventure, Family, Sci-Fi 
##                                                                                                       2 
##                                                             Action, Adventure, Family, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                                              Action, Adventure, Fantasy 
##                                                                                                      27 
##                                                  Action, Adventure, Fantasy, History, Romance, Thriller 
##                                                                                                       1 
##                                                                      Action, Adventure, Fantasy, Horror 
##                                                                                                       1 
##                                                             Action, Adventure, Fantasy, Horror, Mystery 
##                                                                                                       2 
##                                                    Action, Adventure, Fantasy, Horror, Mystery, Romance 
##                                                                                                       1 
##                                           Action, Adventure, Fantasy, Horror, Mystery, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                   Action, Adventure, Fantasy, Horror, Mystery, Thriller 
##                                                                                                       1 
##                                                   Action, Adventure, Fantasy, Horror, Romance, Thriller 
##                                                                                                       1 
##                                                              Action, Adventure, Fantasy, Horror, Sci-Fi 
##                                                                                                       4 
##                                                    Action, Adventure, Fantasy, Horror, Sci-Fi, Thriller 
##                                                                                                       4 
##                                                     Action, Adventure, Fantasy, Horror, Sci-Fi, Western 
##                                                                                                       1 
##                                                            Action, Adventure, Fantasy, Horror, Thriller 
##                                                                                                       3 
##                                                                 Action, Adventure, Fantasy, Horror, War 
##                                                                                                       1 
##                                                                     Action, Adventure, Fantasy, Mystery 
##                                                                                                       1 
##                                                                     Action, Adventure, Fantasy, Romance 
##                                                                                                       3 
##                                                             Action, Adventure, Fantasy, Romance, Sci-Fi 
##                                                                                                       1 
##                                                                      Action, Adventure, Fantasy, Sci-Fi 
##                                                                                                      28 
##                                                            Action, Adventure, Fantasy, Sci-Fi, Thriller 
##                                                                                                       5 
##                                                                 Action, Adventure, Fantasy, Sci-Fi, War 
##                                                                                                       2 
##                                                                    Action, Adventure, Fantasy, Thriller 
##                                                                                                       7 
##                                                               Action, Adventure, Fantasy, Thriller, War 
##                                                                                                       1 
##                                                                              Action, Adventure, History 
##                                                                                                       1 
##                                                                         Action, Adventure, History, War 
##                                                                                                       1 
##                                                                     Action, Adventure, History, Western 
##                                                                                                       1 
##                                                                               Action, Adventure, Horror 
##                                                                                                       1 
##                                                            Action, Adventure, Horror, Mystery, Thriller 
##                                                                                                       1 
##                                                                       Action, Adventure, Horror, Sci-Fi 
##                                                                                                       5 
##                                                             Action, Adventure, Horror, Sci-Fi, Thriller 
##                                                                                                       8 
##                                                                  Action, Adventure, Horror, Sci-Fi, War 
##                                                                                                       1 
##                                                                     Action, Adventure, Horror, Thriller 
##                                                                                                       5 
##                                                                              Action, Adventure, Mystery 
##                                                                                                       2 
##                                                                      Action, Adventure, Mystery, Sci-Fi 
##                                                                                                       4 
##                                                            Action, Adventure, Mystery, Sci-Fi, Thriller 
##                                                                                                       3 
##                                                                    Action, Adventure, Mystery, Thriller 
##                                                                                                       1 
##                                                                              Action, Adventure, Romance 
##                                                                                                       1 
##                                                                               Action, Adventure, Sci-Fi 
##                                                                                                      59 
##                                                                     Action, Adventure, Sci-Fi, Thriller 
##                                                                                                      39 
##                                                                             Action, Adventure, Thriller 
##                                                                                                      29 
##                                                                        Action, Adventure, Thriller, War 
##                                                                                                       1 
##                                                                                  Action, Adventure, War 
##                                                                                                       2 
##                                                                              Action, Adventure, Western 
##                                                                                                       2 
##                                                                                       Action, Animation 
##                                                                                                       1 
##                                                                      Action, Animation, Comedy, Romance 
##                                                                                                       1 
##                                                                               Action, Animation, Sci-Fi 
##                                                                                                       1 
##                                                                         Action, Biography, Crime, Drama 
##                                                                                                       3 
##                                                      Action, Biography, Crime, Drama, History, Thriller 
##                                                                                                       1 
##                                                                  Action, Biography, Crime, Drama, Sport 
##                                                                                                       1 
##                                                               Action, Biography, Crime, Drama, Thriller 
##                                                                                                       4 
##                                                               Action, Biography, Crime, Sport, Thriller 
##                                                                                                       1 
##                                                                      Action, Biography, Crime, Thriller 
##                                                                                                       1 
##                                                                                Action, Biography, Drama 
##                                                                                                       4 
##                                                                       Action, Biography, Drama, History 
##                                                                                                       6 
##                                                                Action, Biography, Drama, History, Sport 
##                                                                                                       1 
##                                                                  Action, Biography, Drama, History, War 
##                                                                                                       5 
##                                                                       Action, Biography, Drama, Romance 
##                                                                                                       1 
##                                                                  Action, Biography, Drama, Romance, War 
##                                                                                                       1 
##                                                                         Action, Biography, Drama, Sport 
##                                                                                                       6 
##                                                                    Action, Biography, Drama, Sport, War 
##                                                                                                       2 
##                                                                 Action, Biography, Drama, Thriller, War 
##                                                                                                       2 
##                                                                           Action, Biography, Drama, War 
##                                                                                                       3 
##                                                                         Action, Biography, History, War 
##                                                                                                       2 
##                                                                        Action, Biography, Thriller, War 
##                                                                                                       1 
##                                                                                          Action, Comedy 
##                                                                                                      64 
##                                                                        Action, Comedy, Adventure, Drama 
##                                                                                                       1 
##                                                                                   Action, Comedy, Crime 
##                                                                                                      54 
##                                                                            Action, Comedy, Crime, Drama 
##                                                                                                       9 
##                                                          Action, Comedy, Crime, Drama, Horror, Thriller 
##                                                                                                       2 
##                                                         Action, Comedy, Crime, Drama, Mystery, Thriller 
##                                                                                                       3 
##                                                                   Action, Comedy, Crime, Drama, Romance 
##                                                                                                       1 
##                                                                  Action, Comedy, Crime, Drama, Thriller 
##                                                                                                       9 
##                                                                           Action, Comedy, Crime, Family 
##                                                                                                       2 
##                                                                          Action, Comedy, Crime, Fantasy 
##                                                                                                       2 
##                                                       Action, Comedy, Crime, Fantasy, Mystery, Thriller 
##                                                                                                       2 
##                                                                 Action, Comedy, Crime, History, Mystery 
##                                                                                                       1 
##                                                                            Action, Comedy, Crime, Music 
##                                                                                                       2 
##                                                                   Action, Comedy, Crime, Music, Musical 
##                                                                                                       1 
##                                                                          Action, Comedy, Crime, Mystery 
##                                                                                                       2 
##                                                                 Action, Comedy, Crime, Mystery, Romance 
##                                                                                                       1 
##                                                                Action, Comedy, Crime, Mystery, Thriller 
##                                                                                                       1 
##                                                                          Action, Comedy, Crime, Romance 
##                                                                                                       5 
##                                                                Action, Comedy, Crime, Romance, Thriller 
##                                                                                                       1 
##                                                                 Action, Comedy, Crime, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                                         Action, Comedy, Crime, Thriller 
##                                                                                                      41 
##                                                                                   Action, Comedy, Drama 
##                                                                                                      18 
##                                                                  Action, Comedy, Drama, Family, Romance 
##                                                                                                       1 
##                                                                   Action, Comedy, Drama, Family, Sci-Fi 
##                                                                                                       1 
##                                               Action, Comedy, Drama, Fantasy, Horror, Mystery, Thriller 
##                                                                                                       1 
##                                                                   Action, Comedy, Drama, Fantasy, Music 
##                                                                                                       1 
##                                              Action, Comedy, Drama, Fantasy, Musical, Romance, Thriller 
##                                                                                                       1 
##                                                        Action, Comedy, Drama, Fantasy, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                          Action, Comedy, Drama, Horror, Romance, Sci-Fi 
##                                                                                                       1 
##                                                       Action, Comedy, Drama, Musical, Romance, Thriller 
##                                                                                                       1 
##                                                                          Action, Comedy, Drama, Romance 
##                                                                                                       7 
##                                                                Action, Comedy, Drama, Romance, Thriller 
##                                                                                                       1 
##                                                                           Action, Comedy, Drama, Sci-Fi 
##                                                                                                       1 
##                                                                            Action, Comedy, Drama, Sport 
##                                                                                                       1 
##                                                                    Action, Comedy, Drama, Thriller, War 
##                                                                                                       1 
##                                                                          Action, Comedy, Drama, Western 
##                                                                                                       1 
##                                                                                  Action, Comedy, Family 
##                                                                                                       4 
##                                                                         Action, Comedy, Family, Fantasy 
##                                                                                                       1 
##                                                                  Action, Comedy, Family, Fantasy, Sport 
##                                                                                                       1 
##                                                                          Action, Comedy, Family, Sci-Fi 
##                                                                                                       1 
##                                                                                 Action, Comedy, Fantasy 
##                                                                                                       5 
##                                                      Action, Comedy, Fantasy, History, Mystery, Romance 
##                                                                                                       1 
##                                                                         Action, Comedy, Fantasy, Horror 
##                                                                                                       2 
##                                                         Action, Comedy, Fantasy, Horror, Music, Romance 
##                                                                                                       1 
##                                                                Action, Comedy, Fantasy, Horror, Romance 
##                                                                                                       1 
##                                                               Action, Comedy, Fantasy, Horror, Thriller 
##                                                                                                       1 
##                                                                        Action, Comedy, Fantasy, Romance 
##                                                                                                       4 
##                                                              Action, Comedy, Fantasy, Romance, Thriller 
##                                                                                                       1 
##                                                                         Action, Comedy, Fantasy, Sci-Fi 
##                                                                                                       4 
##                                                               Action, Comedy, Fantasy, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                                       Action, Comedy, Fantasy, Thriller 
##                                                                                                       1 
##                                                                                 Action, Comedy, History 
##                                                                                                       3 
##                                                                        Action, Comedy, History, Romance 
##                                                                                                       1 
##                                                                                  Action, Comedy, Horror 
##                                                                                                       3 
##                                                                         Action, Comedy, Horror, Romance 
##                                                                                                       1 
##                                                                Action, Comedy, Horror, Sci-Fi, Thriller 
##                                                                                                       2 
##                                                                        Action, Comedy, Horror, Thriller 
##                                                                                                       1 
##                                                                        Action, Comedy, Mystery, Romance 
##                                                                                                       1 
##                                                                       Action, Comedy, Mystery, Thriller 
##                                                                                                       1 
##                                                                                 Action, Comedy, Romance 
##                                                                                                      14 
##                                                              Action, Comedy, Romance, Sci-Fi, Animation 
##                                                                                                       1 
##                                                                       Action, Comedy, Romance, Thriller 
##                                                                                                       1 
##                                                                                  Action, Comedy, Sci-Fi 
##                                                                                                       7 
##                                                                        Action, Comedy, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                                         Action, Comedy, Sci-Fi, Western 
##                                                                                                       1 
##                                                                                   Action, Comedy, Sport 
##                                                                                                       2 
##                                                                                Action, Comedy, Thriller 
##                                                                                                      10 
##                                                                                     Action, Comedy, War 
##                                                                                                       1 
##                                                                                           Action, Crime 
##                                                                                                      28 
##                                                                                    Action, Crime, Drama 
##                                                                                                      56 
##                                                                           Action, Crime, Drama, Fantasy 
##                                                                                                       2 
##                                                         Action, Crime, Drama, Fantasy, Horror, Thriller 
##                                                                                                       1 
##                                                         Action, Crime, Drama, Fantasy, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                                           Action, Crime, Drama, History 
##                                                                                                       2 
##                                                                  Action, Crime, Drama, History, Romance 
##                                                                                                       1 
##                                                                 Action, Crime, Drama, History, Thriller 
##                                                                                                       2 
##                                                                  Action, Crime, Drama, Horror, Thriller 
##                                                                                                       3 
##                                                                   Action, Crime, Drama, Music, Thriller 
##                                                                                                       1 
##                                                                  Action, Crime, Drama, Mystery, Romance 
##                                                                                                       1 
##                                                        Action, Crime, Drama, Mystery, Romance, Thriller 
##                                                                                                       1 
##                                                         Action, Crime, Drama, Mystery, Sci-Fi, Thriller 
##                                                                                                       2 
##                                                                 Action, Crime, Drama, Mystery, Thriller 
##                                                                                                      22 
##                                                                           Action, Crime, Drama, Romance 
##                                                                                                       5 
##                                                                 Action, Crime, Drama, Romance, Thriller 
##                                                                                                       5 
##                                                                  Action, Crime, Drama, Romance, Western 
##                                                                                                       1 
##                                                                  Action, Crime, Drama, Sci-Fi, Thriller 
##                                                                                                       8 
##                                                                             Action, Crime, Drama, Sport 
##                                                                                                       3 
##                                                                          Action, Crime, Drama, Thriller 
##                                                                                                     137 
##                                                                 Action, Crime, Drama, Thriller, Western 
##                                                                                                       6 
##                                                                           Action, Crime, Drama, Western 
##                                                                                                       2 
##                                                                                  Action, Crime, Fantasy 
##                                                                                                       2 
##                                                                        Action, Crime, Fantasy, Thriller 
##                                                                                                       1 
##                                                                   Action, Crime, History, Thriller, War 
##                                                                                                       1 
##                                                                                   Action, Crime, Horror 
##                                                                                                       3 
##                                                                Action, Crime, Horror, Mystery, Thriller 
##                                                                                                       1 
##                                                                         Action, Crime, Horror, Thriller 
##                                                                                                       2 
##                                                                    Action, Crime, Horror, Thriller, War 
##                                                                                                       1 
##                                                                Action, Crime, Mystery, Sci-Fi, Thriller 
##                                                                                                       2 
##                                                                        Action, Crime, Mystery, Thriller 
##                                                                                                       9 
##                                                                                  Action, Crime, Romance 
##                                                                                                       2 
##                                                                                   Action, Crime, Sci-Fi 
##                                                                                                       1 
##                                                                         Action, Crime, Sci-Fi, Thriller 
##                                                                                                       7 
##                                                                                 Action, Crime, Thriller 
##                                                                                                     168 
##                                                                            Action, Crime, Thriller, War 
##                                                                                                       1 
##                                                                                           Action, Drama 
##                                                                                                      68 
##                                                                                    Action, Drama, Crime 
##                                                                                                       1 
##                                                                                   Action, Drama, Family 
##                                                                                                       1 
##                                                                 Action, Drama, Family, Musical, Romance 
##                                                                                                       1 
##                                                                   Action, Drama, Family, Romance, Sport 
##                                                                                                       1 
##                                                                            Action, Drama, Family, Sport 
##                                                                                                       3 
##                                                                                  Action, Drama, Fantasy 
##                                                                                                       5 
##                                                                Action, Drama, Fantasy, History, Romance 
##                                                                                                       1 
##                                                                          Action, Drama, Fantasy, Horror 
##                                                                                                       2 
##                                               Action, Drama, Fantasy, Horror, Mystery, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                                Action, Drama, Fantasy, Horror, Thriller 
##                                                                                                       1 
##                                                                     Action, Drama, Fantasy, Horror, War 
##                                                                                                       1 
##                                                                 Action, Drama, Fantasy, Mystery, Sci-Fi 
##                                                                                                       1 
##                                                      Action, Drama, Fantasy, Mystery, Thriller, Western 
##                                                                                                       1 
##                                                                         Action, Drama, Fantasy, Romance 
##                                                                                                       2 
##                                                               Action, Drama, Fantasy, Romance, Thriller 
##                                                                                                       1 
##                                                                          Action, Drama, Fantasy, Sci-Fi 
##                                                                                                       1 
##                                                                        Action, Drama, Fantasy, Thriller 
##                                                                                                       3 
##                                                               Action, Drama, Fantasy, Thriller, Western 
##                                                                                                       1 
##                                                                                  Action, Drama, History 
##                                                                                                      12 
##                                                                         Action, Drama, History, Mystery 
##                                                                                                       1 
##                                                                         Action, Drama, History, Romance 
##                                                                                                       3 
##                                                                    Action, Drama, History, Romance, War 
##                                                                                                       4 
##                                                                        Action, Drama, History, Thriller 
##                                                                                                       6 
##                                                                   Action, Drama, History, Thriller, War 
##                                                                                                       5 
##                                                                             Action, Drama, History, War 
##                                                                                                      15 
##                                                                                   Action, Drama, Horror 
##                                                                                                       3 
##                                               Action, Drama, Horror, Mystery, Romance, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                                           Action, Drama, Horror, Sci-Fi 
##                                                                                                       2 
##                                                                 Action, Drama, Horror, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                            Action, Drama, Horror, Sci-Fi, Thriller, War 
##                                                                                                       1 
##                                                                         Action, Drama, Horror, Thriller 
##                                                                                                       4 
##                                                                 Action, Drama, Music, Romance, Thriller 
##                                                                                                       2 
##                                                                             Action, Drama, Music, Sport 
##                                                                                                       1 
##                                                                          Action, Drama, Music, Thriller 
##                                                                                                       1 
##                                                                         Action, Drama, Musical, Romance 
##                                                                                                       1 
##                                                                                  Action, Drama, Mystery 
##                                                                                                       1 
##                                                               Action, Drama, Mystery, Romance, Thriller 
##                                                                                                       1 
##                                                                          Action, Drama, Mystery, Sci-Fi 
##                                                                                                       3 
##                                                                Action, Drama, Mystery, Sci-Fi, Thriller 
##                                                                                                       3 
##                                                                        Action, Drama, Mystery, Thriller 
##                                                                                                       8 
##                                                                                  Action, Drama, Romance 
##                                                                                                      13 
##                                                                Action, Drama, Romance, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                                        Action, Drama, Romance, Thriller 
##                                                                                                       2 
##                                                                   Action, Drama, Romance, Thriller, War 
##                                                                                                       1 
##                                                                             Action, Drama, Romance, War 
##                                                                                                       3 
##                                                                                   Action, Drama, Sci-Fi 
##                                                                                                      13 
##                                                                            Action, Drama, Sci-Fi, Sport 
##                                                                                                       2 
##                                                                         Action, Drama, Sci-Fi, Thriller 
##                                                                                                      13 
##                                                                                    Action, Drama, Sport 
##                                                                                                      17 
##                                                                          Action, Drama, Sport, Thriller 
##                                                                                                       2 
##                                                                     Action, Drama, Sport, Thriller, War 
##                                                                                                       1 
##                                                                                 Action, Drama, Thriller 
##                                                                                                      56 
##                                                                            Action, Drama, Thriller, War 
##                                                                                                      11 
##                                                                                      Action, Drama, War 
##                                                                                                       8 
##                                                                                  Action, Drama, Western 
##                                                                                                       5 
##                                                                        Action, Family, Sci-Fi, Thriller 
##                                                                                                       3 
##                                                                                   Action, Family, Sport 
##                                                                                                       1 
##                                                                                         Action, Fantasy 
##                                                                                                       2 
##                                                                                Action, Fantasy, History 
##                                                                                                       2 
##                                                                       Action, Fantasy, History, Romance 
##                                                                                                       1 
##                                                                                 Action, Fantasy, Horror 
##                                                                                                       5 
##                                                                        Action, Fantasy, Horror, Mystery 
##                                                                                                       3 
##                                                              Action, Fantasy, Horror, Romance, Thriller 
##                                                                                                       1 
##                                                                         Action, Fantasy, Horror, Sci-Fi 
##                                                                                                       1 
##                                                               Action, Fantasy, Horror, Sci-Fi, Thriller 
##                                                                                                       2 
##                                                                       Action, Fantasy, Horror, Thriller 
##                                                                                                       1 
##                                                                        Action, Fantasy, Horror, Western 
##                                                                                                       1 
##                                                              Action, Fantasy, Mystery, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                                                Action, Fantasy, Romance 
##                                                                                                       1 
##                                                                                 Action, Fantasy, Sci-Fi 
##                                                                                                       7 
##                                                                       Action, Fantasy, Sci-Fi, Thriller 
##                                                                                                       3 
##                                                                               Action, Fantasy, Thriller 
##                                                                                                       6 
##                                                                                         Action, History 
##                                                                                                       1 
##                                                                                 Action, History, Horror 
##                                                                                                       1 
##                                                                           Action, History, Romance, War 
##                                                                                                       1 
##                                                                               Action, History, Thriller 
##                                                                                                       3 
##                                                                                    Action, History, War 
##                                                                                                       1 
##                                                                                          Action, Horror 
##                                                                                                       3 
##                                                                                 Action, Horror, Mystery 
##                                                                                                       1 
##                                                               Action, Horror, Mystery, Sci-Fi, Thriller 
##                                                                                                       4 
##                                                                       Action, Horror, Mystery, Thriller 
##                                                                                                       3 
##                                                               Action, Horror, Romance, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                                            Action, Horror, Romance, War 
##                                                                                                       1 
##                                                                                  Action, Horror, Sci-Fi 
##                                                                                                      13 
##                                                                        Action, Horror, Sci-Fi, Thriller 
##                                                                                                      13 
##                                                                                Action, Horror, Thriller 
##                                                                                                      15 
##                                                                                     Action, Horror, War 
##                                                                                                       1 
##                                                                                         Action, Musical 
##                                                                                                       1 
##                                                                                         Action, Mystery 
##                                                                                                       3 
##                                                                      Action, Mystery, Romance, Thriller 
##                                                                                                       1 
##                                                                       Action, Mystery, Sci-Fi, Thriller 
##                                                                                                       5 
##                                                                               Action, Mystery, Thriller 
##                                                                                                      17 
##                                                                                         Action, Romance 
##                                                                                                       5 
##                                                                       Action, Romance, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                                               Action, Romance, Thriller 
##                                                                                                       3 
##                                                                      Action, Romance, Thriller, Western 
##                                                                                                       1 
##                                                                                          Action, Sci-Fi 
##                                                                                                      29 
##                                                                                Action, Sci-Fi, Thriller 
##                                                                                                      30 
##                                                                       Action, Sci-Fi, Thriller, Western 
##                                                                                                       1 
##                                                                                 Action, Sport, Thriller 
##                                                                                                       1 
##                                                                                        Action, Thriller 
##                                                                                                      95 
##                                                                                 Action, Thriller, Drama 
##                                                                                                       1 
##                                                                                   Action, Thriller, War 
##                                                                                                       3 
##                                                                                             Action, War 
##                                                                                                       6 
##                                                                                         Action, Western 
##                                                                                                       2 
##                                                                                                   Adult 
##                                                                                                      12 
##                                                                                  Adult, Comedy, Fantasy 
##                                                                                                       1 
##                                                                                            Adult, Drama 
##                                                                                                       1 
##                                                                                          Adult, Romance 
##                                                                                                       1 
##                                                                                               Adventure 
##                                                                                                       7 
##                                                                            Adventure, Animation, Family 
##                                                                                                       1 
##                                                                     Adventure, Biography, Comedy, Drama 
##                                                                                                       1 
##                                                                      Adventure, Biography, Crime, Drama 
##                                                                                                       1 
##                                                            Adventure, Biography, Crime, Drama, Thriller 
##                                                                                                       1 
##                                                             Adventure, Biography, Crime, Drama, Western 
##                                                                                                       1 
##                                                                             Adventure, Biography, Drama 
##                                                                                                       6 
##                                                                    Adventure, Biography, Drama, History 
##                                                                                                       5 
##                                                           Adventure, Biography, Drama, History, Romance 
##                                                                                                       1 
##                                                               Adventure, Biography, Drama, History, War 
##                                                                                                       2 
##                                                                    Adventure, Biography, Drama, Mystery 
##                                                                                                       1 
##                                                            Adventure, Biography, Drama, Sport, Thriller 
##                                                                                                       1 
##                                                                   Adventure, Biography, Drama, Thriller 
##                                                                                                       1 
##                                                              Adventure, Biography, Drama, Thriller, War 
##                                                                                                       1 
##                                                                           Adventure, Biography, Western 
##                                                                                                       1 
##                                                                                       Adventure, Comedy 
##                                                                                                      27 
##                                                                                Adventure, Comedy, Crime 
##                                                                                                       3 
##                                                                         Adventure, Comedy, Crime, Drama 
##                                                                                                       5 
##                                                                 Adventure, Comedy, Crime, Drama, Family 
##                                                                                                       1 
##                                                      Adventure, Comedy, Crime, Drama, Romance, Thriller 
##                                                                                                       1 
##                                                                        Adventure, Comedy, Crime, Family 
##                                                                                                       1 
##                                                      Adventure, Comedy, Crime, Family, Musical, Mystery 
##                                                                                                       1 
##                                                              Adventure, Comedy, Crime, Fantasy, Mystery 
##                                                                                                       1 
##                                                                         Adventure, Comedy, Crime, Music 
##                                                                                                       1 
##                                                                                Adventure, Comedy, Drama 
##                                                                                                      28 
##                                                                        Adventure, Comedy, Drama, Family 
##                                                                                                       4 
##                                                               Adventure, Comedy, Drama, Family, Fantasy 
##                                                                                                       6 
##                                                      Adventure, Comedy, Drama, Family, Fantasy, Musical 
##                                                                                                       1 
##                                                      Adventure, Comedy, Drama, Family, Fantasy, Romance 
##                                                                                                       1 
##                                                               Adventure, Comedy, Drama, Family, History 
##                                                                                                       1 
##                                                               Adventure, Comedy, Drama, Family, Mystery 
##                                                                                                       1 
##                                                                 Adventure, Comedy, Drama, Family, Sport 
##                                                                                                       2 
##                                                                       Adventure, Comedy, Drama, Fantasy 
##                                                                                                       1 
##                                                     Adventure, Comedy, Drama, Fantasy, Mystery, Romance 
##                                                                                                       1 
##                                                              Adventure, Comedy, Drama, Fantasy, Romance 
##                                                                                                       3 
##                                                                       Adventure, Comedy, Drama, Mystery 
##                                                                                                       1 
##                                                              Adventure, Comedy, Drama, Mystery, Romance 
##                                                                                                       1 
##                                                                       Adventure, Comedy, Drama, Romance 
##                                                                                                       4 
##                                                                        Adventure, Comedy, Drama, Sci-Fi 
##                                                                                                       2 
##                                                                 Adventure, Comedy, Drama, Thriller, War 
##                                                                                                       1 
##                                                                       Adventure, Comedy, Drama, Western 
##                                                                                                       1 
##                                                                               Adventure, Comedy, Family 
##                                                                                                      13 
##                                                                      Adventure, Comedy, Family, Fantasy 
##                                                                                                      21 
##                                                              Adventure, Comedy, Family, Fantasy, Horror 
##                                                                                                       2 
##                                                     Adventure, Comedy, Family, Fantasy, Horror, Mystery 
##                                                                                                       1 
##                                             Adventure, Comedy, Family, Fantasy, Horror, Mystery, Sci-Fi 
##                                                                                                       1 
##                                             Adventure, Comedy, Family, Fantasy, Horror, Romance, Sci-Fi 
##                                                                                                       1 
##                                                               Adventure, Comedy, Family, Fantasy, Music 
##                                                                                                       1 
##                                                             Adventure, Comedy, Family, Fantasy, Musical 
##                                                                                                       3 
##                                                             Adventure, Comedy, Family, Fantasy, Mystery 
##                                                                                                       1 
##                                                             Adventure, Comedy, Family, Fantasy, Romance 
##                                                                                                       3 
##                                                              Adventure, Comedy, Family, Fantasy, Sci-Fi 
##                                                                                                       3 
##                                                               Adventure, Comedy, Family, Horror, Sci-Fi 
##                                                                                                       1 
##                                                                      Adventure, Comedy, Family, Musical 
##                                                                                                       1 
##                                                                      Adventure, Comedy, Family, Mystery 
##                                                                                                       1 
##                                                                      Adventure, Comedy, Family, Romance 
##                                                                                                       1 
##                                                                       Adventure, Comedy, Family, Sci-Fi 
##                                                                                                       2 
##                                                                      Adventure, Comedy, Family, Western 
##                                                                                                       1 
##                                                                              Adventure, Comedy, Fantasy 
##                                                                                                       6 
##                                                                      Adventure, Comedy, Fantasy, Horror 
##                                                                                                       1 
##                                                              Adventure, Comedy, Fantasy, Horror, Sci-Fi 
##                                                                                                       1 
##                                                        Adventure, Comedy, Fantasy, Romance, Sci-Fi, War 
##                                                                                                       1 
##                                                                      Adventure, Comedy, Fantasy, Sci-Fi 
##                                                                                                       1 
##                                                            Adventure, Comedy, Fantasy, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                                     Adventure, Comedy, Fantasy, Western 
##                                                                                                       1 
##                                                                              Adventure, Comedy, History 
##                                                                                                       1 
##                                                                               Adventure, Comedy, Horror 
##                                                                                                       1 
##                                                                                Adventure, Comedy, Music 
##                                                                                                       1 
##                                                                       Adventure, Comedy, Music, Musical 
##                                                                                                       1 
##                                                                     Adventure, Comedy, Musical, Romance 
##                                                                                                       1 
##                                                                              Adventure, Comedy, Mystery 
##                                                                                                       1 
##                                                                Adventure, Comedy, Reality-TV, Talk-Show 
##                                                                                                       1 
##                                                                              Adventure, Comedy, Romance 
##                                                                                                       5 
##                                                                               Adventure, Comedy, Sci-Fi 
##                                                                                                       5 
##                                                                      Adventure, Comedy, Sci-Fi, Western 
##                                                                                                       1 
##                                                                                Adventure, Comedy, Sport 
##                                                                                                       2 
##                                                                              Adventure, Comedy, Western 
##                                                                                                       2 
##                                                                                 Adventure, Crime, Drama 
##                                                                                                       2 
##                                                     Adventure, Crime, Drama, Fantasy, Mystery, Thriller 
##                                                                                                       1 
##                                                     Adventure, Crime, Drama, History, Thriller, Western 
##                                                                                                       1 
##                                                              Adventure, Crime, Drama, Mystery, Thriller 
##                                                                                                       2 
##                                                                  Adventure, Crime, Drama, Thriller, War 
##                                                                                                       1 
##                                                              Adventure, Crime, Drama, Thriller, Western 
##                                                                                                       1 
##                                                                                Adventure, Crime, Family 
##                                                                                                       1 
##                                                                                        Adventure, Drama 
##                                                                                                      18 
##                                                                                Adventure, Drama, Family 
##                                                                                                      15 
##                                                                       Adventure, Drama, Family, Fantasy 
##                                                                                                       5 
##                                               Adventure, Drama, Family, Fantasy, Music, Romance, Sci-Fi 
##                                                                                                       1 
##                                                             Adventure, Drama, Family, Fantasy, Thriller 
##                                                                                                       1 
##                                                               Adventure, Drama, Family, Mystery, Sci-Fi 
##                                                                                                       1 
##                                                                       Adventure, Drama, Family, Romance 
##                                                                                                       1 
##                                                                               Adventure, Drama, Fantasy 
##                                                                                                       6 
##                                                              Adventure, Drama, Fantasy, Horror, Mystery 
##                                                                                                       1 
##                                                      Adventure, Drama, Fantasy, Horror, Mystery, Sci-Fi 
##                                                                                                       1 
##                                                                      Adventure, Drama, Fantasy, Mystery 
##                                                                                                       3 
##                                                                      Adventure, Drama, Fantasy, Romance 
##                                                                                                       5 
##                                                              Adventure, Drama, Fantasy, Romance, Sci-Fi 
##                                                                                                       1 
##                                                    Adventure, Drama, Fantasy, Romance, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                            Adventure, Drama, Fantasy, Romance, Thriller 
##                                                                                                       1 
##                                                                               Adventure, Drama, History 
##                                                                                                       6 
##                                                                      Adventure, Drama, History, Mystery 
##                                                                                                       1 
##                                                                 Adventure, Drama, History, Romance, War 
##                                                                                                       2 
##                                                                Adventure, Drama, History, Thriller, War 
##                                                                                                       1 
##                                                                                Adventure, Drama, Horror 
##                                                                                                       2 
##                                                     Adventure, Drama, Horror, Mystery, Sci-Fi, Thriller 
##                                                                                                       3 
##                                                                        Adventure, Drama, Horror, Sci-Fi 
##                                                                                                       1 
##                                                              Adventure, Drama, Horror, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                                      Adventure, Drama, Horror, Thriller 
##                                                                                                       4 
##                                                                               Adventure, Drama, Mystery 
##                                                                                                       6 
##                                                                       Adventure, Drama, Mystery, Sci-Fi 
##                                                                                                       1 
##                                                             Adventure, Drama, Mystery, Sci-Fi, Thriller 
##                                                                                                       4 
##                                                                     Adventure, Drama, Mystery, Thriller 
##                                                                                                       2 
##                                                                               Adventure, Drama, Romance 
##                                                                                                       6 
##                                                                     Adventure, Drama, Romance, Thriller 
##                                                                                                       1 
##                                                                                Adventure, Drama, Sci-Fi 
##                                                                                                       6 
##                                                                      Adventure, Drama, Sci-Fi, Thriller 
##                                                                                                       3 
##                                                                              Adventure, Drama, Thriller 
##                                                                                                       7 
##                                                                         Adventure, Drama, Thriller, War 
##                                                                                                       2 
##                                                                                   Adventure, Drama, War 
##                                                                                                       2 
##                                                                               Adventure, Drama, Western 
##                                                                                                       1 
##                                                                                       Adventure, Family 
##                                                                                                      13 
##                                                                              Adventure, Family, Fantasy 
##                                                                                                      13 
##                                                            Adventure, Family, Fantasy, Horror, Thriller 
##                                                                                                       1 
##                                                                     Adventure, Family, Fantasy, Musical 
##                                                                                                       3 
##                                                                     Adventure, Family, Fantasy, Mystery 
##                                                                                                       5 
##                                                                     Adventure, Family, Fantasy, Romance 
##                                                                                                       2 
##                                                                      Adventure, Family, Fantasy, Sci-Fi 
##                                                                                                       1 
##                                                                                Adventure, Family, Music 
##                                                                                                       1 
##                                                                              Adventure, Family, Romance 
##                                                                                                       1 
##                                                                               Adventure, Family, Sci-Fi 
##                                                                                                       1 
##                                                                                      Adventure, Fantasy 
##                                                                                                       1 
##                                                                             Adventure, Fantasy, History 
##                                                                                                       1 
##                                                   Adventure, Fantasy, Horror, Mystery, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                           Adventure, Fantasy, Horror, Mystery, Thriller 
##                                                                                                       2 
##                                                   Adventure, Fantasy, Horror, Romance, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                                    Adventure, Fantasy, Horror, Thriller 
##                                                                                                       1 
##                                                                             Adventure, Fantasy, Romance 
##                                                                                                       2 
##                                                                              Adventure, Fantasy, Sci-Fi 
##                                                                                                       2 
##                                                                                 Adventure, Fantasy, War 
##                                                                                                       1 
##                                                                                       Adventure, Horror 
##                                                                                                       1 
##                                                                              Adventure, Horror, Mystery 
##                                                                                                       1 
##                                                            Adventure, Horror, Mystery, Sci-Fi, Thriller 
##                                                                                                       2 
##                                                                    Adventure, Horror, Mystery, Thriller 
##                                                                                                       2 
##                                                                     Adventure, Horror, Sci-Fi, Thriller 
##                                                                                                       2 
##                                                                             Adventure, Horror, Thriller 
##                                                                                                       2 
##                                                                               Adventure, Music, Romance 
##                                                                                                       1 
##                                                                              Adventure, Mystery, Sci-Fi 
##                                                                                                       1 
##                                                                                   Adventure, Reality-TV 
##                                                                                                       3 
##                                                                                      Adventure, Romance 
##                                                                                                       2 
##                                                                                       Adventure, Sci-Fi 
##                                                                                                       1 
##                                                                             Adventure, Sci-Fi, Thriller 
##                                                                                                       2 
##                                                                                     Adventure, Thriller 
##                                                                                                       1 
##                                                                                      Adventure, Western 
##                                                                                                       1 
##                                                                                               Animation 
##                                                                                                     128 
##                                                                                       Animation, Action 
##                                                                                                      12 
##                                                                            Animation, Action, Adventure 
##                                                                                                      14 
##                                                                    Animation, Action, Adventure, Comedy 
##                                                                                                       6 
##                                                             Animation, Action, Adventure, Comedy, Crime 
##                                                                                                       3 
##                 Animation, Action, Adventure, Comedy, Crime, Family, Fantasy, Mystery, Sci-Fi, Thriller 
##                                                                                                       1 
##                                    Animation, Action, Adventure, Comedy, Crime, Family, Fantasy, Sci-Fi 
##                                                                                                       2 
##                                            Animation, Action, Adventure, Comedy, Crime, Family, Mystery 
##                                                                                                       1 
##                                   Animation, Action, Adventure, Comedy, Crime, Fantasy, Mystery, Sci-Fi 
##                                                                                                       1 
##                                 Animation, Action, Adventure, Comedy, Crime, Fantasy, Mystery, Thriller 
##                                                                                                       1 
##                                                    Animation, Action, Adventure, Comedy, Crime, Mystery 
##                                                                                                       3 
##                                                             Animation, Action, Adventure, Comedy, Drama 
##                                                                                                       1 
##                                                     Animation, Action, Adventure, Comedy, Drama, Family 
##                                                                                                       1 
##                                            Animation, Action, Adventure, Comedy, Drama, Family, Fantasy 
##                                                                                                       1 
##                                    Animation, Action, Adventure, Comedy, Drama, Family, Fantasy, Sci-Fi 
##                                                                                                       5 
##                          Animation, Action, Adventure, Comedy, Drama, Family, Romance, Sci-Fi, Thriller 
##                                                                                                       1 
##                                             Animation, Action, Adventure, Comedy, Drama, Family, Sci-Fi 
##                                                                                                       4 
##                                   Animation, Action, Adventure, Comedy, Drama, Family, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                    Animation, Action, Adventure, Comedy, Drama, Fantasy 
##                                                                                                       6 
##                                           Animation, Action, Adventure, Comedy, Drama, Fantasy, Romance 
##                                                                                                       6 
##                         Animation, Action, Adventure, Comedy, Drama, Fantasy, Romance, Sci-Fi, Thriller 
##                                                                                                       1 
##                    Animation, Action, Adventure, Comedy, Drama, Fantasy, Romance, Sci-Fi, Thriller, War 
##                                                                                                       1 
##                                            Animation, Action, Adventure, Comedy, Drama, Fantasy, Sci-Fi 
##                                                                                                       3 
##                                  Animation, Action, Adventure, Comedy, Drama, Fantasy, Sci-Fi, Thriller 
##                                                                                                       2 
##                                          Animation, Action, Adventure, Comedy, Drama, Fantasy, Thriller 
##                                                                                                       1 
##                                                     Animation, Action, Adventure, Comedy, Drama, Sci-Fi 
##                                                                                                       1 
##                                                   Animation, Action, Adventure, Comedy, Drama, Thriller 
##                                                                                                       1 
##                                                            Animation, Action, Adventure, Comedy, Family 
##                                                                                                       8 
##                                                   Animation, Action, Adventure, Comedy, Family, Fantasy 
##                                                                                                      14 
##                                  Animation, Action, Adventure, Comedy, Family, Fantasy, Horror, Mystery 
##                                                                                                       1 
##                                          Animation, Action, Adventure, Comedy, Family, Fantasy, Musical 
##                                                                                                       2 
##                                  Animation, Action, Adventure, Comedy, Family, Fantasy, Musical, Sci-Fi 
##                                                                                                       1 
##                                          Animation, Action, Adventure, Comedy, Family, Fantasy, Mystery 
##                                                                                                       1 
##                                           Animation, Action, Adventure, Comedy, Family, Fantasy, Sci-Fi 
##                                                                                                      25 
##                                         Animation, Action, Adventure, Comedy, Family, Fantasy, Thriller 
##                                                                                                       2 
##                                          Animation, Action, Adventure, Comedy, Family, Fantasy, Western 
##                                                                                                       1 
##                                                    Animation, Action, Adventure, Comedy, Family, Sci-Fi 
##                                                                                                       9 
##                                          Animation, Action, Adventure, Comedy, Family, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                     Animation, Action, Adventure, Comedy, Family, Sport 
##                                                                                                       1 
##                                                           Animation, Action, Adventure, Comedy, Fantasy 
##                                                                                                      15 
##                                                   Animation, Action, Adventure, Comedy, Fantasy, Horror 
##                                                                                                       1 
##                                                  Animation, Action, Adventure, Comedy, Fantasy, Mystery 
##                                                                                                       1 
##                                Animation, Action, Adventure, Comedy, Fantasy, Mystery, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                  Animation, Action, Adventure, Comedy, Fantasy, Romance 
##                                                                                                       2 
##                                          Animation, Action, Adventure, Comedy, Fantasy, Romance, Sci-Fi 
##                                                                                                       1 
##                                                   Animation, Action, Adventure, Comedy, Fantasy, Sci-Fi 
##                                                                                                       5 
##                                         Animation, Action, Adventure, Comedy, Fantasy, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                           Animation, Action, Adventure, Comedy, Mystery 
##                                                                                                       1 
##                                         Animation, Action, Adventure, Comedy, Mystery, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                           Animation, Action, Adventure, Comedy, Romance 
##                                                                                                       1 
##                                                            Animation, Action, Adventure, Comedy, Sci-Fi 
##                                                                                                       5 
##                                                              Animation, Action, Adventure, Crime, Drama 
##                                                                                                       1 
##                                                     Animation, Action, Adventure, Crime, Drama, Fantasy 
##                                                                                                       1 
##                                          Animation, Action, Adventure, Crime, Family, Mystery, Thriller 
##                                                                                                       1 
##                                                            Animation, Action, Adventure, Crime, Fantasy 
##                                                                                                       1 
##                                                    Animation, Action, Adventure, Crime, Mystery, Sci-Fi 
##                                                                                                       1 
##                                                    Animation, Action, Adventure, Crime, Romance, Sci-Fi 
##                                                                                                       1 
##                                                                     Animation, Action, Adventure, Drama 
##                                                                                                       1 
##                                                    Animation, Action, Adventure, Drama, Family, Fantasy 
##                                                                                                       1 
##                                            Animation, Action, Adventure, Drama, Family, Fantasy, Sci-Fi 
##                                                                                                       2 
##                                                            Animation, Action, Adventure, Drama, Fantasy 
##                                                                                                       5 
##                                                    Animation, Action, Adventure, Drama, Fantasy, Horror 
##                                                                                                       3 
##                         Animation, Action, Adventure, Drama, Fantasy, Horror, Mystery, Sci-Fi, Thriller 
##                                                                                                       1 
##                                          Animation, Action, Adventure, Drama, Fantasy, Horror, Thriller 
##                                                                                                       1 
##                                                   Animation, Action, Adventure, Drama, Fantasy, Mystery 
##                                                                                                       1 
##                                                   Animation, Action, Adventure, Drama, Fantasy, Romance 
##                                                                                                       1 
##                                           Animation, Action, Adventure, Drama, Fantasy, Romance, Sci-Fi 
##                                                                                                       1 
##                                                    Animation, Action, Adventure, Drama, Fantasy, Sci-Fi 
##                                                                                                       3 
##                                                            Animation, Action, Adventure, Drama, History 
##                                                                                                       2 
##                                   Animation, Action, Adventure, Drama, Horror, Mystery, Romance, Sci-Fi 
##                                                                                                       1 
##                                          Animation, Action, Adventure, Drama, Mystery, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                    Animation, Action, Adventure, Drama, Romance, Sci-Fi 
##                                                                                                       1 
##                                                             Animation, Action, Adventure, Drama, Sci-Fi 
##                                                                                                       4 
##                                                   Animation, Action, Adventure, Drama, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                                    Animation, Action, Adventure, Family 
##                                                                                                       3 
##                                                           Animation, Action, Adventure, Family, Fantasy 
##                                                                                                      12 
##                                                  Animation, Action, Adventure, Family, Fantasy, Mystery 
##                                                                                                       1 
##                                   Animation, Action, Adventure, Family, Fantasy, Mystery, Thriller, War 
##                                                                                                       1 
##                                                  Animation, Action, Adventure, Family, Fantasy, Romance 
##                                                                                                       3 
##                                                   Animation, Action, Adventure, Family, Fantasy, Sci-Fi 
##                                                                                                       4 
##                                                 Animation, Action, Adventure, Family, Fantasy, Thriller 
##                                                                                                       1 
##                                                           Animation, Action, Adventure, Family, Mystery 
##                                                                                                       2 
##                                                            Animation, Action, Adventure, Family, Sci-Fi 
##                                                                                                       4 
##                                                           Animation, Action, Adventure, Family, Western 
##                                                                                                       2 
##                                                                   Animation, Action, Adventure, Fantasy 
##                                                                                                      23 
##                                                           Animation, Action, Adventure, Fantasy, Horror 
##                                                                                                       3 
##                                                  Animation, Action, Adventure, Fantasy, Horror, Mystery 
##                                                                                                       1 
##                                                 Animation, Action, Adventure, Fantasy, Horror, Thriller 
##                                                                                                       1 
##                                                  Animation, Action, Adventure, Fantasy, Musical, Sci-Fi 
##                                                                                                       1 
##                                                          Animation, Action, Adventure, Fantasy, Mystery 
##                                                                                                       1 
##                                                          Animation, Action, Adventure, Fantasy, Romance 
##                                                                                                       1 
##                                                           Animation, Action, Adventure, Fantasy, Sci-Fi 
##                                                                                                       6 
##                                                 Animation, Action, Adventure, Fantasy, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                  Animation, Action, Adventure, Fantasy, Sport, Thriller 
##                                                                                                       1 
##                                                         Animation, Action, Adventure, Fantasy, Thriller 
##                                                                                                       3 
##                                                              Animation, Action, Adventure, Fantasy, War 
##                                                                                                       2 
##                                                     Animation, Action, Adventure, Horror, Music, Sci-Fi 
##                                                                                                       1 
##                                                           Animation, Action, Adventure, Horror, Mystery 
##                                                                                                       1 
##                                                   Animation, Action, Adventure, Horror, Mystery, Sci-Fi 
##                                                                                                       1 
##                                                                    Animation, Action, Adventure, Sci-Fi 
##                                                                                                       8 
##                                                             Animation, Action, Adventure, Sci-Fi, Sport 
##                                                                                                       1 
##                                                                  Animation, Action, Adventure, Thriller 
##                                                                                                       1 
##                                                                               Animation, Action, Comedy 
##                                                                                                      10 
##                                                                        Animation, Action, Comedy, Crime 
##                                                                                                       2 
##                             Animation, Action, Comedy, Crime, Drama, Fantasy, Horror, Mystery, Thriller 
##                                                                                                       1 
##                                     Animation, Action, Comedy, Crime, Drama, Mystery, Romance, Thriller 
##                                                                                                       1 
##                                                      Animation, Action, Comedy, Crime, Fantasy, Mystery 
##                                                                                                       1 
##                                    Animation, Action, Comedy, Crime, Fantasy, Mystery, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                               Animation, Action, Comedy, Crime, Mystery 
##                                                                                                       1 
##                                                                Animation, Action, Comedy, Crime, Sci-Fi 
##                                                                                                       1 
##                                                                Animation, Action, Comedy, Drama, Family 
##                                                                                                       1 
##                                               Animation, Action, Comedy, Drama, Family, Fantasy, Sci-Fi 
##                                                                                                       2 
##                                                               Animation, Action, Comedy, Drama, Fantasy 
##                                                                                                       3 
##                                                       Animation, Action, Comedy, Drama, Fantasy, Horror 
##                                                                                                       1 
##                            Animation, Action, Comedy, Drama, Fantasy, Horror, Mystery, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                      Animation, Action, Comedy, Drama, Fantasy, Romance 
##                                                                                                       2 
##                                              Animation, Action, Comedy, Drama, Fantasy, Romance, Sci-Fi 
##                                                                                                       1 
##                                                       Animation, Action, Comedy, Drama, Fantasy, Sci-Fi 
##                                                                                                       4 
##                                                     Animation, Action, Comedy, Drama, Fantasy, Thriller 
##                                                                                                       1 
##                                                               Animation, Action, Comedy, Drama, Mystery 
##                                                                                                       1 
##                                            Animation, Action, Comedy, Drama, Mystery, Romance, Thriller 
##                                                                                                       1 
##                                                                Animation, Action, Comedy, Drama, Sci-Fi 
##                                                                                                       2 
##                                                                       Animation, Action, Comedy, Family 
##                                                                                                       9 
##                                                              Animation, Action, Comedy, Family, Fantasy 
##                                                                                                       1 
##                                                     Animation, Action, Comedy, Family, Fantasy, Mystery 
##                                                                                                       1 
##                                                      Animation, Action, Comedy, Family, Fantasy, Sci-Fi 
##                                                                                                       1 
##                                                               Animation, Action, Comedy, Family, Sci-Fi 
##                                                                                                       5 
##                                                        Animation, Action, Comedy, Family, Sci-Fi, Sport 
##                                                                                                       1 
##                                                                      Animation, Action, Comedy, Fantasy 
##                                                                                                       7 
##                                                              Animation, Action, Comedy, Fantasy, Horror 
##                                                                                                       3 
##                                                     Animation, Action, Comedy, Fantasy, Horror, Mystery 
##                                                                                                       1 
##                                            Animation, Action, Comedy, Fantasy, Horror, Mystery, Romance 
##                                                                                                       1 
##                                             Animation, Action, Comedy, Fantasy, Horror, Mystery, Sci-Fi 
##                                                                                                       1 
##                                                     Animation, Action, Comedy, Fantasy, Horror, Romance 
##                                                                                                       1 
##                                                      Animation, Action, Comedy, Fantasy, Music, Musical 
##                                                                                                       1 
##                                                             Animation, Action, Comedy, Fantasy, Romance 
##                                                                                                       6 
##                                                     Animation, Action, Comedy, Fantasy, Romance, Sci-Fi 
##                                                                                                       1 
##                                           Animation, Action, Comedy, Fantasy, Romance, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                              Animation, Action, Comedy, Fantasy, Sci-Fi 
##                                                                                                       4 
##                                                                      Animation, Action, Comedy, History 
##                                                                                                       1 
##                                                    Animation, Action, Comedy, Horror, Mystery, Thriller 
##                                                                                                       1 
##                                                                      Animation, Action, Comedy, Mystery 
##                                                                                                       1 
##                                                                       Animation, Action, Comedy, Sci-Fi 
##                                                                                                       7 
##                                                             Animation, Action, Comedy, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                                        Animation, Action, Comedy, Sport 
##                                                                                                       3 
##                                                                                Animation, Action, Crime 
##                                                                                                       1 
##                                               Animation, Action, Crime, Drama, Horror, Sci-Fi, Thriller 
##                                                                                                       1 
##                                             Animation, Action, Crime, Drama, Mystery, Romance, Thriller 
##                                                                                                       1 
##                                              Animation, Action, Crime, Drama, Mystery, Sci-Fi, Thriller 
##                                                                                                       2 
##                                                       Animation, Action, Crime, Drama, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                               Animation, Action, Crime, Drama, Thriller 
##                                                                                                       2 
##                                                     Animation, Action, Crime, Mystery, Sci-Fi, Thriller 
##                                                                                                       2 
##                                                                        Animation, Action, Crime, Sci-Fi 
##                                                                                                       2 
##                                                              Animation, Action, Crime, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                                           Animation, Action, Crime, War 
##                                                                                                       1 
##                                                                                Animation, Action, Drama 
##                                                                                                       4 
##                                                       Animation, Action, Drama, Family, Fantasy, Horror 
##                                                                                                       1 
##                                                      Animation, Action, Drama, Family, Fantasy, Mystery 
##                                                                                                       1 
##                                                                       Animation, Action, Drama, Fantasy 
##                                                                                                       7 
##                                                              Animation, Action, Drama, Fantasy, History 
##                                                                                                       1 
##                                                               Animation, Action, Drama, Fantasy, Horror 
##                                                                                                       1 
##                                             Animation, Action, Drama, Fantasy, Horror, Mystery, Romance 
##                                                                                                       1 
##                                    Animation, Action, Drama, Fantasy, Horror, Mystery, Sci-Fi, Thriller 
##                                                                                                       1 
##                                            Animation, Action, Drama, Fantasy, Horror, Mystery, Thriller 
##                                                                                                       1 
##                                             Animation, Action, Drama, Fantasy, Horror, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                     Animation, Action, Drama, Fantasy, Horror, Thriller 
##                                                                                                       1 
##                                                              Animation, Action, Drama, Fantasy, Mystery 
##                                                                                                       1 
##                                                              Animation, Action, Drama, Fantasy, Romance 
##                                                                                                       2 
##                                                               Animation, Action, Drama, Fantasy, Sci-Fi 
##                                                                                                       1 
##                                                     Animation, Action, Drama, Fantasy, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                             Animation, Action, Drama, Fantasy, Thriller 
##                                                                                                       2 
##                                                              Animation, Action, Drama, Horror, Thriller 
##                                                                                                       1 
##                                                                       Animation, Action, Drama, Mystery 
##                                                                                                       1 
##                                                               Animation, Action, Drama, Romance, Sci-Fi 
##                                                                                                       4 
##                                                     Animation, Action, Drama, Romance, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                                        Animation, Action, Drama, Sci-Fi 
##                                                                                                      14 
##                                                              Animation, Action, Drama, Sci-Fi, Thriller 
##                                                                                                       2 
##                                                                   Animation, Action, Drama, Sci-Fi, War 
##                                                                                                       1 
##                                                                      Animation, Action, Family, Fantasy 
##                                                                                                       3 
##                                                                              Animation, Action, Fantasy 
##                                                                                                      22 
##                                                                      Animation, Action, Fantasy, Horror 
##                                                                                                       5 
##                                                   Animation, Action, Fantasy, Horror, Mystery, Thriller 
##                                                                                                       1 
##                                                              Animation, Action, Fantasy, Horror, Sci-Fi 
##                                                                                                       1 
##                                                                     Animation, Action, Fantasy, Mystery 
##                                                                                                       2 
##                                                             Animation, Action, Fantasy, Mystery, Sci-Fi 
##                                                                                                       1 
##                                                                     Animation, Action, Fantasy, Romance 
##                                                                                                       5 
##                                                             Animation, Action, Fantasy, Romance, Sci-Fi 
##                                                                                                       1 
##                                                                Animation, Action, Fantasy, Romance, War 
##                                                                                                       1 
##                                                                      Animation, Action, Fantasy, Sci-Fi 
##                                                                                                       4 
##                                                                       Animation, Action, Fantasy, Sport 
##                                                                                                       1 
##                                                                    Animation, Action, Fantasy, Thriller 
##                                                                                                       1 
##                                                                         Animation, Action, Fantasy, War 
##                                                                                                       1 
##                                                                      Animation, Action, History, Horror 
##                                                                                                       1 
##                                                            Animation, Action, Horror, Mystery, Thriller 
##                                                                                                       1 
##                                                    Animation, Action, Horror, Romance, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                             Animation, Action, Horror, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                               Animation, Action, Music, Romance, Sci-Fi 
##                                                                                                       1 
##                                                                      Animation, Action, Mystery, Sci-Fi 
##                                                                                                       1 
##                                                                      Animation, Action, Romance, Sci-Fi 
##                                                                                                       1 
##                                                                               Animation, Action, Sci-Fi 
##                                                                                                      35 
##                                                                     Animation, Action, Sci-Fi, Thriller 
##                                                                                                       2 
##                                                                                Animation, Action, Sport 
##                                                                                                       3 
##                                                                             Animation, Action, Thriller 
##                                                                                                       1 
##                                                                                    Animation, Adventure 
##                                                                                                       9 
##                                        Animation, Adventure, Biography, Drama, Family, History, Musical 
##                                                                                                       1 
##                                                                            Animation, Adventure, Comedy 
##                                                                                                      12 
##                                                                     Animation, Adventure, Comedy, Crime 
##                                                                                                       1 
##                                                              Animation, Adventure, Comedy, Crime, Drama 
##                                                                                                       1 
##                            Animation, Adventure, Comedy, Crime, Drama, Family, Fantasy, Horror, Mystery 
##                                                                                                       1 
##                                                             Animation, Adventure, Comedy, Crime, Family 
##                                                                                                       1 
##                                            Animation, Adventure, Comedy, Crime, Family, Fantasy, Sci-Fi 
##                                                                                                       1 
##                                                    Animation, Adventure, Comedy, Crime, Family, Musical 
##                                                                                                       1 
##                                   Animation, Adventure, Comedy, Crime, Fantasy, Horror, Mystery, Sci-Fi 
##                                                                                                       1 
##                                                                     Animation, Adventure, Comedy, Drama 
##                                                                                                       4 
##                                                             Animation, Adventure, Comedy, Drama, Family 
##                                                                                                       1 
##                                                    Animation, Adventure, Comedy, Drama, Family, Fantasy 
##                                                                                                       2 
##                                    Animation, Adventure, Comedy, Drama, Family, Fantasy, Music, Romance 
##                                                                                                       1 
##                                           Animation, Adventure, Comedy, Drama, Family, Fantasy, Musical 
##                                                                                                       3 
##                                   Animation, Adventure, Comedy, Drama, Family, Fantasy, Musical, Sci-Fi 
##                                                                                                       2 
##                                           Animation, Adventure, Comedy, Drama, Family, Fantasy, Romance 
##                                                                                                       1 
##                                            Animation, Adventure, Comedy, Drama, Family, Fantasy, Sci-Fi 
##                                                                                                       2 
##                                     Animation, Adventure, Comedy, Drama, Family, Fantasy, Sci-Fi, Sport 
##                                                                                                       1 
##                                                    Animation, Adventure, Comedy, Drama, Family, Musical 
##                                                                                                       1 
##                                   Animation, Adventure, Comedy, Drama, Family, Mystery, Romance, Sci-Fi 
##                                                                                                       1 
##                                           Animation, Adventure, Comedy, Drama, Family, Mystery, Western 
##                                                                                                       1 
##                                                            Animation, Adventure, Comedy, Drama, Fantasy 
##                                                                                                       1 
##                                                   Animation, Adventure, Comedy, Drama, Fantasy, Romance 
##                                                                                                       3 
##                                                    Animation, Adventure, Comedy, Drama, Mystery, Sci-Fi 
##                                                                                                       1 
##                                                                    Animation, Adventure, Comedy, Family 
##                                                                                                      45 
##                                                           Animation, Adventure, Comedy, Family, Fantasy 
##                                                                                                      73 
##                                                   Animation, Adventure, Comedy, Family, Fantasy, Horror 
##                                                                                                       2 
##                                           Animation, Adventure, Comedy, Family, Fantasy, Horror, Sci-Fi 
##                                                                                                       2 
##                                                    Animation, Adventure, Comedy, Family, Fantasy, Music 
##                                                                                                       3 
##                                   Animation, Adventure, Comedy, Family, Fantasy, Music, Romance, Sci-Fi 
##                                                                                                       1 
##                                                  Animation, Adventure, Comedy, Family, Fantasy, Musical 
##                                                                                                      12 
##                                         Animation, Adventure, Comedy, Family, Fantasy, Musical, Romance 
##                                                                                                       2 
##                                          Animation, Adventure, Comedy, Family, Fantasy, Musical, Sci-Fi 
##                                                                                                       1 
##                                                  Animation, Adventure, Comedy, Family, Fantasy, Mystery 
##                                                                                                       1 
##                                          Animation, Adventure, Comedy, Family, Fantasy, Mystery, Sci-Fi 
##                                                                                                       2 
##                                                  Animation, Adventure, Comedy, Family, Fantasy, Romance 
##                                                                                                       4 
##                                          Animation, Adventure, Comedy, Family, Fantasy, Romance, Sci-Fi 
##                                                                                                       1 
##                                                   Animation, Adventure, Comedy, Family, Fantasy, Sci-Fi 
##                                                                                                      21 
##                                         Animation, Adventure, Comedy, Family, Fantasy, Sci-Fi, Thriller 
##                                                                                                       2 
##                                                    Animation, Adventure, Comedy, Family, Fantasy, Sport 
##                                                                                                       1 
##                                                            Animation, Adventure, Comedy, Family, Horror 
##                                                                                                       1 
##                                                             Animation, Adventure, Comedy, Family, Music 
##                                                                                                       2 
##                                                    Animation, Adventure, Comedy, Family, Music, Musical 
##                                                                                                       1 
##                                           Animation, Adventure, Comedy, Family, Music, Musical, Romance 
##                                                                                                       1 
##                                                           Animation, Adventure, Comedy, Family, Musical 
##                                                                                                       4 
##                                                  Animation, Adventure, Comedy, Family, Musical, Mystery 
##                                                                                                       1 
##                                                           Animation, Adventure, Comedy, Family, Romance 
##                                                                                                       3 
##                                                            Animation, Adventure, Comedy, Family, Sci-Fi 
##                                                                                                      11 
##                                                     Animation, Adventure, Comedy, Family, Sci-Fi, Sport 
##                                                                                                       2 
##                                                               Animation, Adventure, Comedy, Family, War 
##                                                                                                       1 
##                                                           Animation, Adventure, Comedy, Family, Western 
##                                                                                                       1 
##                                                                   Animation, Adventure, Comedy, Fantasy 
##                                                                                                       8 
##                                                           Animation, Adventure, Comedy, Fantasy, Horror 
##                                                                                                       1 
##                                                          Animation, Adventure, Comedy, Fantasy, Romance 
##                                                                                                       4 
##                                                           Animation, Adventure, Comedy, Fantasy, Sci-Fi 
##                                                                                                       1 
##                                                                    Animation, Adventure, Comedy, Horror 
##                                                                                                       1 
##                                                                    Animation, Adventure, Comedy, Sci-Fi 
##                                                                                                       2 
##                                                                     Animation, Adventure, Drama, Family 
##                                                                                                       2 
##                                                            Animation, Adventure, Drama, Family, Fantasy 
##                                                                                                       7 
##                                                   Animation, Adventure, Drama, Family, Fantasy, Musical 
##                                                                                                       1 
##                                 Animation, Adventure, Drama, Family, Fantasy, Musical, Mystery, Romance 
##                                                                                                       2 
##                                          Animation, Adventure, Drama, Family, Fantasy, Musical, Romance 
##                                                                                                       1 
##                                                   Animation, Adventure, Drama, Family, Fantasy, Mystery 
##                                                                                                       1 
##                                                   Animation, Adventure, Drama, Family, Fantasy, Romance 
##                                                                                                       2 
##                                                    Animation, Adventure, Drama, Family, Fantasy, Sci-Fi 
##                                                                                                       1 
##                                                  Animation, Adventure, Drama, Family, Fantasy, Thriller 
##                                                                                                       1 
##                                                            Animation, Adventure, Drama, Family, History 
##                                                                                                       1 
##                                                            Animation, Adventure, Drama, Family, Western 
##                                                                                                       1 
##                                                                    Animation, Adventure, Drama, Fantasy 
##                                                                                                       4 
##                                Animation, Adventure, Drama, Fantasy, Horror, Mystery, Romance, Thriller 
##                                                                                                       2 
##                                 Animation, Adventure, Drama, Fantasy, Horror, Mystery, Sci-Fi, Thriller 
##                                                                                                       1 
##                                   Animation, Adventure, Drama, Fantasy, Music, Musical, Romance, Sci-Fi 
##                                                                                                       1 
##                                                  Animation, Adventure, Drama, Fantasy, Mystery, Romance 
##                                                                                                       2 
##                                                   Animation, Adventure, Drama, Fantasy, Mystery, Sci-Fi 
##                                                                                                       1 
##                                                   Animation, Adventure, Drama, Fantasy, Romance, Sci-Fi 
##                                                                                                       1 
##                                                                    Animation, Adventure, Drama, Musical 
##                                                                                                       1 
##                                                       Animation, Adventure, Drama, Mystery, Sci-Fi, War 
##                                                                                                       1 
##                                                                     Animation, Adventure, Drama, Sci-Fi 
##                                                                                                       1 
##                                                                      Animation, Adventure, Drama, Sport 
##                                                                                                       1 
##                                                                            Animation, Adventure, Family 
##                                                                                                      21 
##                                                                   Animation, Adventure, Family, Fantasy 
##                                                                                                      21 
##                                                          Animation, Adventure, Family, Fantasy, Musical 
##                                                                                                       1 
##                                                          Animation, Adventure, Family, Fantasy, Mystery 
##                                                                                                       2 
##                                                Animation, Adventure, Family, Fantasy, Mystery, Thriller 
##                                                                                                       1 
##                                                          Animation, Adventure, Family, Fantasy, Romance 
##                                                                                                       1 
##                                                           Animation, Adventure, Family, Fantasy, Sci-Fi 
##                                                                                                       6 
##                                                              Animation, Adventure, Family, History, War 
##                                                                                                       1 
##                                                                     Animation, Adventure, Family, Music 
##                                                                                                       1 
##                                                                   Animation, Adventure, Family, Musical 
##                                                                                                       2 
##                                                                   Animation, Adventure, Family, Mystery 
##                                                                                                       1 
##                                                                    Animation, Adventure, Family, Sci-Fi 
##                                                                                                       2 
##                                                                     Animation, Adventure, Family, Sport 
##                                                                                                       1 
##                                                                   Animation, Adventure, Family, Western 
##                                                                                                       1 
##                                                                           Animation, Adventure, Fantasy 
##                                                                                                      14 
##                                                                  Animation, Adventure, Fantasy, Romance 
##                                                                                                       1 
##                                                                   Animation, Adventure, Fantasy, Sci-Fi 
##                                                                                                       4 
##                                                                  Animation, Adventure, Horror, Thriller 
##                                                                                                       1 
##                                                                           Animation, Adventure, Musical 
##                                                                                                       1 
##                                                                           Animation, Adventure, Mystery 
##                                                                                                       1 
##                                                                           Animation, Adventure, Romance 
##                                                                                                       1 
##                                                                            Animation, Adventure, Sci-Fi 
##                                                                                                       2 
##                                                     Animation, Biography, Crime, Drama, Family, Mystery 
##                                                                                                       1 
##                                                                             Animation, Biography, Drama 
##                                                                                                       1 
##                                                      Animation, Biography, Drama, History, Romance, War 
##                                                                                                       1 
##                                                                                       Animation, Comedy 
##                                                                                                      26 
##                                                                                Animation, Comedy, Crime 
##                                                                                                       2 
##                                                               Animation, Comedy, Crime, Drama, Thriller 
##                                                                                                       1 
##                                                                        Animation, Comedy, Crime, Family 
##                                                                                                       1 
##                                                               Animation, Comedy, Crime, Family, Fantasy 
##                                                                                                       1 
##                                                                                Animation, Comedy, Drama 
##                                                                                                      14 
##                                                                        Animation, Comedy, Drama, Family 
##                                                                                                       3 
##                                                               Animation, Comedy, Drama, Family, Fantasy 
##                                                                                                       1 
##                                                      Animation, Comedy, Drama, Family, Fantasy, Musical 
##                                                                                                       1 
##                                              Animation, Comedy, Drama, Family, Fantasy, Musical, Sci-Fi 
##                                                                                                       1 
##                                                      Animation, Comedy, Drama, Family, Fantasy, Romance 
##                                                                                                       1 
##                                                                 Animation, Comedy, Drama, Family, Music 
##                                                                                                       2 
##                                                               Animation, Comedy, Drama, Family, Musical 
##                                                                                                       1 
##                                                       Animation, Comedy, Drama, Family, Romance, Sci-Fi 
##                                                                                                       1 
##                                                                       Animation, Comedy, Drama, Fantasy 
##                                                                                                       1 
##                                                      Animation, Comedy, Drama, Fantasy, Horror, Mystery 
##                                                                                                       1 
##                                                              Animation, Comedy, Drama, Fantasy, Musical 
##                                                                                                       1 
##                                                              Animation, Comedy, Drama, Fantasy, Romance 
##                                                                                                       7 
##                                                    Animation, Comedy, Drama, Fantasy, Romance, Thriller 
##                                                                                                       1 
##                                                               Animation, Comedy, Drama, Fantasy, Sci-Fi 
##                                                                                                       1 
##                                                                        Animation, Comedy, Drama, Horror 
##                                                                                                       2 
##                                                     Animation, Comedy, Drama, Horror, Mystery, Thriller 
##                                                                                                       2 
##                                                                         Animation, Comedy, Drama, Music 
##                                                                                                       2 
##                                                       Animation, Comedy, Drama, Music, Musical, Romance 
##                                                                                                       1 
##                                                                Animation, Comedy, Drama, Music, Romance 
##                                                                                                       1 
##                                                              Animation, Comedy, Drama, Mystery, Romance 
##                                                                                                       2 
##                                                                       Animation, Comedy, Drama, Romance 
##                                                                                                      16 
##                                                                Animation, Comedy, Drama, Romance, Sport 
##                                                                                                       1 
##                                                              Animation, Comedy, Drama, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                                         Animation, Comedy, Drama, Sport 
##                                                                                                       3 
##                                                                               Animation, Comedy, Family 
##                                                                                                      39 
##                                                                      Animation, Comedy, Family, Fantasy 
##                                                                                                      17 
##                                                              Animation, Comedy, Family, Fantasy, Horror 
##                                                                                                       2 
##                                                               Animation, Comedy, Family, Fantasy, Music 
##                                                                                                       3 
##                                                             Animation, Comedy, Family, Fantasy, Musical 
##                                                                                                       3 
##                                                    Animation, Comedy, Family, Fantasy, Musical, Romance 
##                                                                                                       1 
##                                                             Animation, Comedy, Family, Fantasy, Mystery 
##                                                                                                       1 
##                                                              Animation, Comedy, Family, Fantasy, Sci-Fi 
##                                                                                                       2 
##                                                                       Animation, Comedy, Family, Horror 
##                                                                                                       2 
##                                                        Animation, Comedy, Family, Horror, Music, Sci-Fi 
##                                                                                                       1 
##                                                                Animation, Comedy, Family, Music, Sci-Fi 
##                                                                                                       1 
##                                                                      Animation, Comedy, Family, Musical 
##                                                                                                       2 
##                                                                       Animation, Comedy, Family, Sci-Fi 
##                                                                                                       2 
##                                                                        Animation, Comedy, Family, Sport 
##                                                                                                       1 
##                                                                      Animation, Comedy, Family, Western 
##                                                                                                       1 
##                                                                              Animation, Comedy, Fantasy 
##                                                                                                      12 
##                                                                       Animation, Comedy, Fantasy, Music 
##                                                                                                       1 
##                                                                     Animation, Comedy, Fantasy, Musical 
##                                                                                                       1 
##                                                                     Animation, Comedy, Fantasy, Romance 
##                                                                                                       7 
##                                                             Animation, Comedy, Fantasy, Romance, Sci-Fi 
##                                                                                                       1 
##                                                                      Animation, Comedy, Fantasy, Sci-Fi 
##                                                                                                       2 
##                                                                              Animation, Comedy, Musical 
##                                                                                                       2 
##                                                                              Animation, Comedy, Mystery 
##                                                                                                       1 
##                                                                              Animation, Comedy, Romance 
##                                                                                                      26 
##                                                                       Animation, Comedy, Romance, Sport 
##                                                                                                       1 
##                                                                               Animation, Comedy, Sci-Fi 
##                                                                                                       1 
##                                                                                Animation, Comedy, Sport 
##                                                                                                       4 
##                                                                            Animation, Comedy, Talk-Show 
##                                                                                                       1 
##                                                                                 Animation, Crime, Drama 
##                                                                                                       1 
##                                            Animation, Crime, Drama, Fantasy, Mystery, Romance, Thriller 
##                                                                                                       1 
##                                                     Animation, Crime, Drama, Fantasy, Mystery, Thriller 
##                                                                                                       2 
##                                                                        Animation, Crime, Drama, Mystery 
##                                                                                                       1 
##                                                      Animation, Crime, Drama, Mystery, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                            Animation, Crime, History, Mystery, Thriller 
##                                                                                                       1 
##                                                             Animation, Crime, Horror, Mystery, Thriller 
##                                                                                                       1 
##                                                                     Animation, Crime, Mystery, Thriller 
##                                                                                                       1 
##                                                                                        Animation, Drama 
##                                                                                                       4 
##                                                                                Animation, Drama, Family 
##                                                                                                       1 
##                                                                       Animation, Drama, Family, Fantasy 
##                                                                                                       2 
##                                                     Animation, Drama, Family, Fantasy, Musical, Romance 
##                                                                                                       1 
##                                                             Animation, Drama, Family, Fantasy, Thriller 
##                                                                                                       1 
##                                                                  Animation, Drama, Family, History, War 
##                                                                                                       1 
##                                                                Animation, Drama, Family, Music, Romance 
##                                                                                                       1 
##                                                                       Animation, Drama, Family, Mystery 
##                                                                                                       1 
##                                                      Animation, Drama, Family, Mystery, Romance, Sci-Fi 
##                                                                                                       1 
##                                                               Animation, Drama, Family, Mystery, Sci-Fi 
##                                                                                                       1 
##                                                                       Animation, Drama, Family, Romance 
##                                                                                                       4 
##                                                                           Animation, Drama, Family, War 
##                                                                                                       1 
##                                                                               Animation, Drama, Fantasy 
##                                                                                                       2 
##                                                              Animation, Drama, Fantasy, Horror, Mystery 
##                                                                                                       1 
##                                                     Animation, Drama, Fantasy, Horror, Mystery, Romance 
##                                                                                                       1 
##                                                    Animation, Drama, Fantasy, Horror, Mystery, Thriller 
##                                                                                                       1 
##                                                                        Animation, Drama, Fantasy, Music 
##                                                                                                       1 
##                                                             Animation, Drama, Fantasy, Mystery, Romance 
##                                                                                                       1 
##                                                              Animation, Drama, Fantasy, Mystery, Sci-Fi 
##                                                                                                       1 
##                                                    Animation, Drama, Fantasy, Mystery, Sci-Fi, Thriller 
##                                                                                                       4 
##                                                            Animation, Drama, Fantasy, Mystery, Thriller 
##                                                                                                       2 
##                                                                      Animation, Drama, Fantasy, Romance 
##                                                                                                       6 
##                                                              Animation, Drama, Fantasy, Romance, Sci-Fi 
##                                                                                                       2 
##                                                                       Animation, Drama, Fantasy, Sci-Fi 
##                                                                                                       2 
##                                                                     Animation, Drama, Fantasy, Thriller 
##                                                                                                       1 
##                                                                               Animation, Drama, History 
##                                                                                                       1 
##                                                                       Animation, Drama, History, Sci-Fi 
##                                                                                                       1 
##                                                                       Animation, Drama, Horror, Mystery 
##                                                                                                       3 
##                                                             Animation, Drama, Horror, Mystery, Thriller 
##                                                                                                       1 
##                                                                                 Animation, Drama, Music 
##                                                                                                       2 
##                                                                        Animation, Drama, Music, Romance 
##                                                                                                       2 
##                                                                         Animation, Drama, Music, Sci-Fi 
##                                                                                                       1 
##                                                             Animation, Drama, Mystery, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                                     Animation, Drama, Mystery, Thriller 
##                                                                                                       2 
##                                                                               Animation, Drama, Romance 
##                                                                                                       7 
##                                                                       Animation, Drama, Romance, Sci-Fi 
##                                                                                                       1 
##                                                                        Animation, Drama, Romance, Sport 
##                                                                                                       1 
##                                                                                Animation, Drama, Sci-Fi 
##                                                                                                       2 
##                                                                           Animation, Drama, Sci-Fi, War 
##                                                                                                       1 
##                                                                                 Animation, Drama, Sport 
##                                                                                                       9 
##                                                                                   Animation, Drama, War 
##                                                                                                       2 
##                                                                                       Animation, Family 
##                                                                                                      79 
##                                                                              Animation, Family, Fantasy 
##                                                                                                       9 
##                                                                     Animation, Family, Fantasy, Musical 
##                                                                                                       3 
##                                                                     Animation, Family, Fantasy, Romance 
##                                                                                                       1 
##                                                                                Animation, Family, Music 
##                                                                                                       3 
##                                                                              Animation, Family, Musical 
##                                                                                                       1 
##                                                                              Animation, Family, Mystery 
##                                                                                                       1 
##                                                                               Animation, Family, Sci-Fi 
##                                                                                                       1 
##                                                                    Animation, Family, Sci-Fi, Adventure 
##                                                                                                       1 
##                                                                                Animation, Family, Sport 
##                                                                                                       1 
##                                                                                      Animation, Fantasy 
##                                                                                                       7 
##                                                                              Animation, Fantasy, Horror 
##                                                                                                       1 
##                                                                     Animation, Fantasy, Horror, Mystery 
##                                                                                                       1 
##                                                                             Animation, Fantasy, Mystery 
##                                                                                                       1 
##                                                                   Animation, Fantasy, Mystery, Thriller 
##                                                                                                       1 
##                                                                             Animation, Fantasy, Romance 
##                                                                                                       1 
##                                                                              Animation, Fantasy, Sci-Fi 
##                                                                                                       2 
##                                                                             Animation, History, Mystery 
##                                                                                                       1 
##                                                                                       Animation, Horror 
##                                                                                                       3 
##                                                                              Animation, Horror, Mystery 
##                                                                                                       1 
##                                                                    Animation, Horror, Mystery, Thriller 
##                                                                                                       1 
##                                                                                      Animation, Musical 
##                                                                                                       2 
##                                                                                      Animation, Mystery 
##                                                                                                       1 
##                                                                                      Animation, Romance 
##                                                                                                       1 
##                                                                               Animation, Romance, Sport 
##                                                                                                       1 
##                                                                                       Animation, Sci-Fi 
##                                                                                                       4 
##                                                                                        Animation, Short 
##                                                                                                      15 
##                                     Animation, Short, Action, Adventure, Comedy, Drama, Family, Fantasy 
##                                                                                                       1 
## Animation, Short, Action, Adventure, Comedy, Drama, Family, Fantasy, Musical, Mystery, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                     Animation, Short, Action, Adventure, Comedy, Family 
##                                                                                                       7 
##                                            Animation, Short, Action, Adventure, Comedy, Family, Fantasy 
##                                                                                                       2 
##                                    Animation, Short, Action, Adventure, Comedy, Family, Fantasy, Sci-Fi 
##                                                                                                       4 
##                                             Animation, Short, Action, Adventure, Comedy, Family, Sci-Fi 
##                                                                                                       2 
##                                            Animation, Short, Action, Adventure, Comedy, Fantasy, Sci-Fi 
##                                                                                                       1 
##                                                     Animation, Short, Action, Adventure, Comedy, Sci-Fi 
##                                                                                                       2 
##                                                             Animation, Short, Action, Adventure, Family 
##                                                                                                       1 
##                                                                Animation, Short, Action, Comedy, Family 
##                                                                                                       1 
##                                                 Animation, Short, Action, Crime, Drama, Horror, Mystery 
##                                                                                                       1 
##                                                                       Animation, Short, Action, Fantasy 
##                                                                                                       1 
##                                                                        Animation, Short, Action, Sci-Fi 
##                                                                                                       1 
##                                                                             Animation, Short, Adventure 
##                                                                                                       2 
##                                                             Animation, Short, Adventure, Comedy, Family 
##                                                                                                       3 
##                                                    Animation, Short, Adventure, Comedy, Family, Fantasy 
##                                                                                                       3 
##                                           Animation, Short, Adventure, Comedy, Family, Fantasy, Musical 
##                                                                                                       3 
##                                            Animation, Short, Adventure, Comedy, Family, Fantasy, Sci-Fi 
##                                                                                                       1 
##                                                      Animation, Short, Adventure, Comedy, Family, Music 
##                                                                                                       2 
##                                                    Animation, Short, Adventure, Comedy, Family, Musical 
##                                                                                                       1 
##                                                     Animation, Short, Adventure, Comedy, Family, Sci-Fi 
##                                                                                                       2 
##                                                                     Animation, Short, Adventure, Family 
##                                                                                                       4 
##                                                            Animation, Short, Adventure, Family, Fantasy 
##                                                                                                       3 
##                                                                                Animation, Short, Comedy 
##                                                                                                       3 
##                                                                        Animation, Short, Comedy, Family 
##                                                                                                       6 
##                                                               Animation, Short, Comedy, Family, Fantasy 
##                                                                                                       2 
##                                                               Animation, Short, Comedy, Family, Musical 
##                                                                                                       1 
##                                                                Animation, Short, Comedy, Family, Sci-Fi 
##                                                                                                       1 
##                                                                       Animation, Short, Comedy, Fantasy 
##                                                                                                       1 
##                                                       Animation, Short, Comedy, Fantasy, Horror, Sci-Fi 
##                                                                                                       1 
##                                                                          Animation, Short, Crime, Drama 
##                                                                                                       1 
##                                                                                 Animation, Short, Drama 
##                                                                                                       3 
##                                                       Animation, Short, Drama, Family, History, Musical 
##                                                                                                       1 
##                                                                        Animation, Short, Drama, Romance 
##                                                                                                       1 
##                                                                                Animation, Short, Family 
##                                                                                                       6 
##                                                                       Animation, Short, Family, Fantasy 
##                                                                                                       1 
##                                                                                 Animation, Short, Music 
##                                                                                                       1 
##                                                                               Animation, Short, Mystery 
##                                                                                                       1 
##                                                                                Animation, Short, Sci-Fi 
##                                                                                                       1 
##                                                                                        Animation, Sport 
##                                                                                                       5 
##                                                                                          Animation, War 
##                                                                                                       1 
##                                                                                               Biography 
##                                                                                                       8 
##                                                                                       Biography, Comedy 
##                                                                                                       4 
##                                                                                Biography, Comedy, Crime 
##                                                                                                       1 
##                                                                         Biography, Comedy, Crime, Drama 
##                                                                                                       2 
##                                                                Biography, Comedy, Crime, Drama, History 
##                                                                                                       1 
##                                                                Biography, Comedy, Crime, Drama, Romance 
##                                                                                                       1 
##                                                                    Biography, Comedy, Crime, Drama, War 
##                                                                                                       1 
##                                                                                Biography, Comedy, Drama 
##                                                                                                      16 
##                                                        Biography, Comedy, Drama, Family, History, Sport 
##                                                                                                       1 
##                                                              Biography, Comedy, Drama, Fantasy, Romance 
##                                                                                                       1 
##                                                                       Biography, Comedy, Drama, History 
##                                                                                                       5 
##                                                              Biography, Comedy, Drama, History, Romance 
##                                                                                                       2 
##                                                                         Biography, Comedy, Drama, Music 
##                                                                                                       4 
##                                                                Biography, Comedy, Drama, Music, Romance 
##                                                                                                       1 
##                                                              Biography, Comedy, Drama, Musical, Romance 
##                                                                                                       1 
##                                                                       Biography, Comedy, Drama, Romance 
##                                                                                                       3 
##                                                                         Biography, Comedy, Drama, Sport 
##                                                                                                       4 
##                                                                           Biography, Comedy, Drama, War 
##                                                                                                       1 
##                                                              Biography, Comedy, Music, Musical, Romance 
##                                                                                                       1 
##                                                                              Biography, Comedy, Romance 
##                                                                                                       1 
##                                                                                        Biography, Crime 
##                                                                                                       1 
##                                                                                 Biography, Crime, Drama 
##                                                                                                      32 
##                                                                        Biography, Crime, Drama, History 
##                                                                                                       4 
##                                                               Biography, Crime, Drama, History, Mystery 
##                                                                                                       1 
##                                                                 Biography, Crime, Drama, History, Sport 
##                                                                                                       1 
##                                                              Biography, Crime, Drama, History, Thriller 
##                                                                                                       2 
##                                                               Biography, Crime, Drama, History, Western 
##                                                                                                       1 
##                                                               Biography, Crime, Drama, Horror, Thriller 
##                                                                                                       1 
##                                                                          Biography, Crime, Drama, Music 
##                                                                                                       1 
##                                                              Biography, Crime, Drama, Mystery, Thriller 
##                                                                                                       5 
##                                                                        Biography, Crime, Drama, Romance 
##                                                                                                       4 
##                                                                          Biography, Crime, Drama, Sport 
##                                                                                                       1 
##                                                                Biography, Crime, Drama, Sport, Thriller 
##                                                                                                       1 
##                                                                       Biography, Crime, Drama, Thriller 
##                                                                                                      17 
##                                                                  Biography, Crime, Drama, Thriller, War 
##                                                                                                       3 
##                                                                        Biography, Crime, Drama, Western 
##                                                                                                       1 
##                                                                     Biography, Crime, History, Thriller 
##                                                                                                       1 
##                                                                                        Biography, Drama 
##                                                                                                      82 
##                                                                                Biography, Drama, Family 
##                                                                                                       5 
##                                                                       Biography, Drama, Family, History 
##                                                                                                       1 
##                                                                         Biography, Drama, Family, Music 
##                                                                                                       1 
##                                                                       Biography, Drama, Family, Romance 
##                                                                                                       1 
##                                                                         Biography, Drama, Family, Sport 
##                                                                                                       3 
##                                                                      Biography, Drama, Fantasy, History 
##                                                                                                       1 
##                                                    Biography, Drama, Fantasy, Horror, Mystery, Thriller 
##                                                                                                       1 
##                                                                               Biography, Drama, History 
##                                                                                                      37 
##                                                                        Biography, Drama, History, Music 
##                                                                                                       2 
##                                                               Biography, Drama, History, Music, Romance 
##                                                                                                       1 
##                                                   Biography, Drama, History, Mystery, Romance, Thriller 
##                                                                                                       1 
##                                                        Biography, Drama, History, Mystery, Romance, War 
##                                                                                                       1 
##                                                                      Biography, Drama, History, Romance 
##                                                                                                      19 
##                                                                 Biography, Drama, History, Romance, War 
##                                                                                                       3 
##                                                                        Biography, Drama, History, Sport 
##                                                                                                       4 
##                                                                     Biography, Drama, History, Thriller 
##                                                                                                       5 
##                                                                Biography, Drama, History, Thriller, War 
##                                                                                                       3 
##                                                                          Biography, Drama, History, War 
##                                                                                                      16 
##                                                                                Biography, Drama, Horror 
##                                                                                                       1 
##                                                                                 Biography, Drama, Music 
##                                                                                                      15 
##                                                                        Biography, Drama, Music, Musical 
##                                                                                                       1 
##                                                                        Biography, Drama, Music, Romance 
##                                                                                                       7 
##                                                                            Biography, Drama, Music, War 
##                                                                                                       1 
##                                                                               Biography, Drama, Musical 
##                                                                                                       1 
##                                                                     Biography, Drama, Mystery, Thriller 
##                                                                                                       1 
##                                                                               Biography, Drama, Romance 
##                                                                                                      29 
##                                                                     Biography, Drama, Romance, Thriller 
##                                                                                                       1 
##                                                                Biography, Drama, Romance, Thriller, War 
##                                                                                                       1 
##                                                                          Biography, Drama, Romance, War 
##                                                                                                       3 
##                                                                                 Biography, Drama, Sport 
##                                                                                                      22 
##                                                                              Biography, Drama, Thriller 
##                                                                                                       9 
##                                                                         Biography, Drama, Thriller, War 
##                                                                                                       1 
##                                                                                   Biography, Drama, War 
##                                                                                                       9 
##                                                                               Biography, Drama, Western 
##                                                                                                       2 
##                                                                                Biography, Family, Sport 
##                                                                                                       1 
##                                                                                      Biography, History 
##                                                                                                       2 
##                                                                                        Biography, Music 
##                                                                                                       3 
##                                                                                                  Comedy 
##                                                                                                    1186 
##                                                                                          Comedy, Action 
##                                                                                                       4 
##                                                                                       Comedy, Animation 
##                                                                                                       1 
##                                                                                           Comedy, Crime 
##                                                                                                      83 
##                                                                                    Comedy, Crime, Drama 
##                                                                                                      49 
##                                                                   Comedy, Crime, Drama, Family, Mystery 
##                                                                                                       1 
##                                                Comedy, Crime, Drama, Family, Mystery, Romance, Thriller 
##                                                                                                       1 
##                                                        Comedy, Crime, Drama, Fantasy, Mystery, Thriller 
##                                                                                                       1 
##                                                          Comedy, Crime, Drama, Fantasy, Romance, Sci-Fi 
##                                                                                                       1 
##                                                                           Comedy, Crime, Drama, History 
##                                                                                                       1 
##                                                                            Comedy, Crime, Drama, Horror 
##                                                                                                       1 
##                                                         Comedy, Crime, Drama, Horror, Romance, Thriller 
##                                                                                                       1 
##                                                                  Comedy, Crime, Drama, Horror, Thriller 
##                                                                                                       1 
##                                                                             Comedy, Crime, Drama, Music 
##                                                                                                       1 
##                                                                           Comedy, Crime, Drama, Mystery 
##                                                                                                       5 
##                                                                  Comedy, Crime, Drama, Mystery, Romance 
##                                                                                                       1 
##                                                                 Comedy, Crime, Drama, Mystery, Thriller 
##                                                                                                       4 
##                                                                           Comedy, Crime, Drama, Romance 
##                                                                                                       6 
##                                                                 Comedy, Crime, Drama, Romance, Thriller 
##                                                                                                       3 
##                                                                  Comedy, Crime, Drama, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                                             Comedy, Crime, Drama, Sport 
##                                                                                                       1 
##                                                                          Comedy, Crime, Drama, Thriller 
##                                                                                                      13 
##                                                                                   Comedy, Crime, Family 
##                                                                                                       3 
##                                                                          Comedy, Crime, Family, Romance 
##                                                                                                       1 
##                                                                           Comedy, Crime, Family, Sci-Fi 
##                                                                                                       1 
##                                                                         Comedy, Crime, Fantasy, Mystery 
##                                                                                                       1 
##                                                                         Comedy, Crime, Horror, Thriller 
##                                                                                                       2 
##                                                                          Comedy, Crime, Music, Thriller 
##                                                                                                       1 
##                                                                         Comedy, Crime, Musical, Romance 
##                                                                                                       1 
##                                                                                  Comedy, Crime, Mystery 
##                                                                                                       7 
##                                                                        Comedy, Crime, Mystery, Thriller 
##                                                                                                       3 
##                                                                                  Comedy, Crime, Romance 
##                                                                                                       6 
##                                                                        Comedy, Crime, Romance, Thriller 
##                                                                                                       3 
##                                                                                   Comedy, Crime, Sci-Fi 
##                                                                                                       1 
##                                                                                    Comedy, Crime, Sport 
##                                                                                                       1 
##                                                                                 Comedy, Crime, Thriller 
##                                                                                                      14 
##                                                                                  Comedy, Crime, Western 
##                                                                                                       1 
##                                                                                           Comedy, Drama 
##                                                                                                     447 
##                                                                                   Comedy, Drama, Family 
##                                                                                                      46 
##                                                                          Comedy, Drama, Family, Fantasy 
##                                                                                                       5 
##                                                                 Comedy, Drama, Family, Fantasy, Musical 
##                                                                                                       2 
##                                                                 Comedy, Drama, Family, Fantasy, Romance 
##                                                                                                       1 
##                                                                          Comedy, Drama, Family, History 
##                                                                                                       1 
##                                                Comedy, Drama, Family, Horror, Mystery, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                                            Comedy, Drama, Family, Music 
##                                                                                                       2 
##                                                                   Comedy, Drama, Family, Music, Romance 
##                                                                                                       3 
##                                                                          Comedy, Drama, Family, Musical 
##                                                                                                       3 
##                                                                          Comedy, Drama, Family, Romance 
##                                                                                                      24 
##                                                                   Comedy, Drama, Family, Romance, Sport 
##                                                                                                       1 
##                                                                           Comedy, Drama, Family, Sci-Fi 
##                                                                                                       2 
##                                                                            Comedy, Drama, Family, Sport 
##                                                                                                       2 
##                                                                                  Comedy, Drama, Fantasy 
##                                                                                                      21 
##                                                       Comedy, Drama, Fantasy, Horror, Mystery, Thriller 
##                                                                                                       1 
##                                                                 Comedy, Drama, Fantasy, Horror, Romance 
##                                                                                                       1 
##                                                                Comedy, Drama, Fantasy, Horror, Thriller 
##                                                                                                       1 
##                                                                Comedy, Drama, Fantasy, Musical, Romance 
##                                                                                                       1 
##                                                                         Comedy, Drama, Fantasy, Romance 
##                                                                                                      23 
##                                                                 Comedy, Drama, Fantasy, Romance, Sci-Fi 
##                                                                                                       4 
##                                                                  Comedy, Drama, Fantasy, Romance, Sport 
##                                                                                                       1 
##                                                               Comedy, Drama, Fantasy, Romance, Thriller 
##                                                                                                       1 
##                                                                                  Comedy, Drama, History 
##                                                                                                       5 
##                                                                         Comedy, Drama, History, Mystery 
##                                                                                                       1 
##                                                                         Comedy, Drama, History, Romance 
##                                                                                                       4 
##                                                                             Comedy, Drama, History, War 
##                                                                                                       1 
##                                                                                   Comedy, Drama, Horror 
##                                                                                                       3 
##                                             Comedy, Drama, Horror, Mystery, Sci-Fi, Talk-Show, Thriller 
##                                                                                                       1 
##                                                                          Comedy, Drama, Horror, Romance 
##                                                                                                       1 
##                                                                Comedy, Drama, Horror, Romance, Thriller 
##                                                                                                       1 
##                                                                         Comedy, Drama, Horror, Thriller 
##                                                                                                       2 
##                                                                                    Comedy, Drama, Music 
##                                                                                                      30 
##                                                                           Comedy, Drama, Music, Musical 
##                                                                                                       2 
##                                                                  Comedy, Drama, Music, Musical, Romance 
##                                                                                                       2 
##                                                                           Comedy, Drama, Music, Mystery 
##                                                                                                       1 
##                                                                           Comedy, Drama, Music, Romance 
##                                                                                                      14 
##                                                                    Comedy, Drama, Music, Romance, Sport 
##                                                                                                       1 
##                                                                                  Comedy, Drama, Musical 
##                                                                                                       4 
##                                                                         Comedy, Drama, Musical, Mystery 
##                                                                                                       1 
##                                                       Comedy, Drama, Musical, Mystery, Romance, Western 
##                                                                                                       1 
##                                                                         Comedy, Drama, Musical, Romance 
##                                                                                                      14 
##                                                                                  Comedy, Drama, Mystery 
##                                                                                                       9 
##                                                                         Comedy, Drama, Mystery, Romance 
##                                                                                                       1 
##                                                                          Comedy, Drama, Mystery, Sci-Fi 
##                                                                                                       2 
##                                                                                  Comedy, Drama, Romance 
##                                                                                                     356 
##                                                                          Comedy, Drama, Romance, Sci-Fi 
##                                                                                                       3 
##                                                                Comedy, Drama, Romance, Sci-Fi, Thriller 
##                                                                                                       2 
##                                                                           Comedy, Drama, Romance, Sport 
##                                                                                                       6 
##                                                                        Comedy, Drama, Romance, Thriller 
##                                                                                                       4 
##                                                                             Comedy, Drama, Romance, War 
##                                                                                                       4 
##                                                                                   Comedy, Drama, Sci-Fi 
##                                                                                                       2 
##                                                                                    Comedy, Drama, Sport 
##                                                                                                      16 
##                                                                                 Comedy, Drama, Thriller 
##                                                                                                      14 
##                                                                                      Comedy, Drama, War 
##                                                                                                       6 
##                                                                                  Comedy, Drama, Western 
##                                                                                                       2 
##                                                                                          Comedy, Family 
##                                                                                                      71 
##                                                                                 Comedy, Family, Fantasy 
##                                                                                                      24 
##                                                                         Comedy, Family, Fantasy, Horror 
##                                                                                                       1 
##                                                                 Comedy, Family, Fantasy, Music, Romance 
##                                                                                                       1 
##                                                                        Comedy, Family, Fantasy, Musical 
##                                                                                                       3 
##                                                                        Comedy, Family, Fantasy, Romance 
##                                                                                                       2 
##                                                                         Comedy, Family, Fantasy, Sci-Fi 
##                                                                                                       2 
##                                                                          Comedy, Family, Fantasy, Sport 
##                                                                                                       2 
##                                                                            Comedy, Family, Fantasy, War 
##                                                                                                       1 
##                                                                                 Comedy, Family, History 
##                                                                                                       1 
##                                                                                   Comedy, Family, Music 
##                                                                                                       3 
##                                                                                 Comedy, Family, Musical 
##                                                                                                       2 
##                                                                                 Comedy, Family, Romance 
##                                                                                                      21 
##                                                                                  Comedy, Family, Sci-Fi 
##                                                                                                       2 
##                                                                                   Comedy, Family, Sport 
##                                                                                                       5 
##                                                                                         Comedy, Fantasy 
##                                                                                                      24 
##                                                                                 Comedy, Fantasy, Horror 
##                                                                                                      10 
##                                                              Comedy, Fantasy, Horror, Mystery, Thriller 
##                                                                                                       1 
##                                                                        Comedy, Fantasy, Horror, Romance 
##                                                                                                       3 
##                                                                       Comedy, Fantasy, Horror, Thriller 
##                                                                                                       2 
##                                                                                  Comedy, Fantasy, Music 
##                                                                                                       1 
##                                                                         Comedy, Fantasy, Music, Romance 
##                                                                                                       2 
##                                                                          Comedy, Fantasy, Music, Sci-Fi 
##                                                                                                       1 
##                                                                                Comedy, Fantasy, Musical 
##                                                                                                       1 
##                                                                                Comedy, Fantasy, Mystery 
##                                                                                                       2 
##                                                                                Comedy, Fantasy, Romance 
##                                                                                                      40 
##                                                                        Comedy, Fantasy, Romance, Sci-Fi 
##                                                                                                       2 
##                                                                                 Comedy, Fantasy, Sci-Fi 
##                                                                                                       3 
##                                                                                       Comedy, Game-Show 
##                                                                                                       2 
##                                                                              Comedy, Game-Show, Mystery 
##                                                                                                       1 
##                                                                           Comedy, Game-Show, Reality-TV 
##                                                                                                       2 
##                                                                                         Comedy, History 
##                                                                                                       2 
##                                                                                Comedy, History, Romance 
##                                                                                                       4 
##                                                                                    Comedy, History, War 
##                                                                                                       1 
##                                                                                          Comedy, Horror 
##                                                                                                      39 
##                                                                                 Comedy, Horror, Musical 
##                                                                                                       1 
##                                                                                 Comedy, Horror, Mystery 
##                                                                                                       1 
##                                                                         Comedy, Horror, Mystery, Sci-Fi 
##                                                                                                       1 
##                                                               Comedy, Horror, Mystery, Sci-Fi, Thriller 
##                                                                                                       2 
##                                                                       Comedy, Horror, Mystery, Thriller 
##                                                                                                       2 
##                                                            Comedy, Horror, Reality-TV, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                                                 Comedy, Horror, Romance 
##                                                                                                       3 
##                                                                                  Comedy, Horror, Sci-Fi 
##                                                                                                       2 
##                                                                        Comedy, Horror, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                                               Comedy, Horror, Talk-Show 
##                                                                                                       1 
##                                                                                Comedy, Horror, Thriller 
##                                                                                                       4 
##                                                                                           Comedy, Music 
##                                                                                                      20 
##                                                                                  Comedy, Music, Musical 
##                                                                                                       1 
##                                                                                  Comedy, Music, Romance 
##                                                                                                      14 
##                                                                          Comedy, Music, Romance, Sci-Fi 
##                                                                                                       1 
##                                                                                   Comedy, Music, Sci-Fi 
##                                                                                                       1 
##                                                                                         Comedy, Musical 
##                                                                                                      10 
##                                                                                Comedy, Musical, Romance 
##                                                                                                      11 
##                                                                                         Comedy, Mystery 
##                                                                                                       8 
##                                                                                Comedy, Mystery, Romance 
##                                                                                                       3 
##                                                                                 Comedy, News, Talk-Show 
##                                                                                                       1 
##                                                                                      Comedy, Reality-TV 
##                                                                                                       3 
##                                                                                         Comedy, Romance 
##                                                                                                     425 
##                                                                                  Comedy, Romance, Drama 
##                                                                                                       3 
##                                                                                 Comedy, Romance, Sci-Fi 
##                                                                                                       5 
##                                                                                  Comedy, Romance, Sport 
##                                                                                                      11 
##                                                                                          Comedy, Sci-Fi 
##                                                                                                      11 
##                                                                                   Comedy, Sci-Fi, Short 
##                                                                                                       1 
##                                                                                Comedy, Sci-Fi, Thriller 
##                                                                                                       2 
##                                                                                           Comedy, Short 
##                                                                                                       4 
##                                                                                           Comedy, Sport 
##                                                                                                      23 
##                                                                                       Comedy, Talk-Show 
##                                                                                                       5 
##                                                                                        Comedy, Thriller 
##                                                                                                       9 
##                                                                                             Comedy, War 
##                                                                                                       4 
##                                                                                         Comedy, Western 
##                                                                                                       6 
##                                                                                                   Crime 
##                                                                                                      41 
##                                                                                   Crime, Action, Comedy 
##                                                                                                       1 
##                                                                                            Crime, Drama 
##                                                                                                     139 
##                                                                                    Crime, Drama, Family 
##                                                                                                       2 
##                                                                          Crime, Drama, Family, Thriller 
##                                                                                                       1 
##                                                                                   Crime, Drama, Fantasy 
##                                                                                                       2 
##                                                                 Crime, Drama, Fantasy, History, Mystery 
##                                                                                                       1 
##                                                                  Crime, Drama, Fantasy, Horror, Romance 
##                                                                                                       3 
##                                                                          Crime, Drama, Fantasy, Mystery 
##                                                                                                       1 
##                                                                  Crime, Drama, Fantasy, Mystery, Sci-Fi 
##                                                                                                       1 
##                                                        Crime, Drama, Fantasy, Mystery, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                                Crime, Drama, Fantasy, Mystery, Thriller 
##                                                                                                       3 
##                                                                          Crime, Drama, Fantasy, Romance 
##                                                                                                       1 
##                                                                 Crime, Drama, Fantasy, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                                       Crime, Drama, Film-Noir, Thriller 
##                                                                                                       1 
##                                                                                   Crime, Drama, History 
##                                                                                                       1 
##                                                                Crime, Drama, History, Mystery, Thriller 
##                                                                                                       1 
##                                                                          Crime, Drama, History, Romance 
##                                                                                                       1 
##                                                                         Crime, Drama, History, Thriller 
##                                                                                                       5 
##                                                                           Crime, Drama, Horror, Mystery 
##                                                                                                       2 
##                                                         Crime, Drama, Horror, Mystery, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                                 Crime, Drama, Horror, Mystery, Thriller 
##                                                                                                      13 
##                                                                  Crime, Drama, Horror, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                                          Crime, Drama, Horror, Thriller 
##                                                                                                       9 
##                                                                                     Crime, Drama, Music 
##                                                                                                       2 
##                                                                  Crime, Drama, Music, Mystery, Thriller 
##                                                                                                       1 
##                                                                            Crime, Drama, Music, Romance 
##                                                                                                       1 
##                                                                                   Crime, Drama, Musical 
##                                                                                                       1 
##                                                                                   Crime, Drama, Mystery 
##                                                                                                      38 
##                                                                          Crime, Drama, Mystery, Romance 
##                                                                                                       3 
##                                                                Crime, Drama, Mystery, Romance, Thriller 
##                                                                                                       7 
##                                                                           Crime, Drama, Mystery, Sci-Fi 
##                                                                                                       2 
##                                                                 Crime, Drama, Mystery, Sci-Fi, Thriller 
##                                                                                                       2 
##                                                                         Crime, Drama, Mystery, Thriller 
##                                                                                                     106 
##                                                                Crime, Drama, Mystery, Thriller, Western 
##                                                                                                       2 
##                                                                                   Crime, Drama, Romance 
##                                                                                                      13 
##                                                                         Crime, Drama, Romance, Thriller 
##                                                                                                      13 
##                                                                                    Crime, Drama, Sci-Fi 
##                                                                                                       2 
##                                                                          Crime, Drama, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                                                Crime, Drama, Sport, War 
##                                                                                                       1 
##                                                                                  Crime, Drama, Thriller 
##                                                                                                     178 
##                                                                                       Crime, Drama, War 
##                                                                                                       1 
##                                                                                   Crime, Drama, Western 
##                                                                                                       2 
##                                                                Crime, Fantasy, Horror, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                                                 Crime, Fantasy, Mystery 
##                                                                                                       1 
##                                                                                Crime, Fantasy, Thriller 
##                                                                                                       1 
##                                                                                          Crime, History 
##                                                                                                       2 
##                                                                                           Crime, Horror 
##                                                                                                       1 
##                                                                                  Crime, Horror, Mystery 
##                                                                                                       2 
##                                                                          Crime, Horror, Mystery, Sci-Fi 
##                                                                                                       2 
##                                                                        Crime, Horror, Mystery, Thriller 
##                                                                                                       5 
##                                                                         Crime, Horror, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                                                 Crime, Horror, Thriller 
##                                                                                                      10 
##                                                                                  Crime, Music, Thriller 
##                                                                                                       1 
##                                                                                          Crime, Mystery 
##                                                                                                       3 
##                                                                                Crime, Mystery, Thriller 
##                                                                                                      28 
##                                                                                       Crime, Reality-TV 
##                                                                                                       1 
##                                                                                Crime, Romance, Thriller 
##                                                                                                       2 
##                                                                                 Crime, Sci-Fi, Thriller 
##                                                                                                       3 
##                                                                                         Crime, Thriller 
##                                                                                                      43 
##                                                                                             Documentary 
##                                                                                                     460 
##                                                                             Documentary, Action, Comedy 
##                                                                                                       7 
##                                                                       Documentary, Action, Crime, Drama 
##                                                                                                       1 
##                                                                              Documentary, Action, Drama 
##                                                                                                       1 
##                                                         Documentary, Action, Drama, Music, Romance, War 
##                                                                                                       1 
##                                                                             Documentary, Action, Sci-Fi 
##                                                                                                       1 
##                                                                              Documentary, Action, Sport 
##                                                                                                       1 
##                                                                                Documentary, Action, War 
##                                                                                                       1 
##                                                                                  Documentary, Adventure 
##                                                                                                       2 
##                                                              Documentary, Adventure, Biography, History 
##                                                                                                       1 
##                                                                   Documentary, Adventure, Drama, Family 
##                                                                                                       1 
##                                                                     Documentary, Adventure, Drama, News 
##                                                                                                       1 
##                                                                          Documentary, Adventure, Family 
##                                                                                                       1 
##                                                                       Documentary, Adventure, Game-Show 
##                                                                                                       1 
##                                                                         Documentary, Adventure, History 
##                                                                                                       1 
##                                                             Documentary, Adventure, History, Reality-TV 
##                                                                                                       1 
##                                                                            Documentary, Adventure, News 
##                                                                                                       1 
##                                                                                  Documentary, Animation 
##                                                                                                       1 
##                                                               Documentary, Animation, Biography, Comedy 
##                                                                                                       1 
##                                                                  Documentary, Animation, Comedy, Family 
##                                                                                                       1 
##                                                         Documentary, Animation, Comedy, Family, Mystery 
##                                                                                                       1 
##                                                                         Documentary, Animation, History 
##                                                                                                       2 
##                                                                    Documentary, Animation, Short, Drama 
##                                                                                                       1 
##                                                                                  Documentary, Biography 
##                                                                                                      35 
##                                                                          Documentary, Biography, Comedy 
##                                                                                                       2 
##                                                                           Documentary, Biography, Crime 
##                                                                                                       2 
##                                                                  Documentary, Biography, Crime, History 
##                                                                                                       1 
##                                                           Documentary, Biography, Crime, History, Sport 
##                                                                                                       1 
##                                                                    Documentary, Biography, Crime, Music 
##                                                                                                       1 
##                                                                  Documentary, Biography, Crime, Mystery 
##                                                                                                       1 
##                                                                           Documentary, Biography, Drama 
##                                                                                                       4 
##                                                                   Documentary, Biography, Drama, Family 
##                                                                                                       2 
##                                                                  Documentary, Biography, Drama, History 
##                                                                                                       1 
##                                                         Documentary, Biography, Drama, History, Mystery 
##                                                                                                       1 
##                                                                    Documentary, Biography, Drama, Music 
##                                                                                                       1 
##                                                                     Documentary, Biography, Drama, News 
##                                                                                                       1 
##                                                                    Documentary, Biography, Drama, Sport 
##                                                                                                       1 
##                                                                          Documentary, Biography, Family 
##                                                                                                       1 
##                                                          Documentary, Biography, Family, History, Sport 
##                                                                                                       1 
##                                                                   Documentary, Biography, Family, Music 
##                                                                                                       1 
##                                                                    Documentary, Biography, Family, News 
##                                                                                                       1 
##                                                                         Documentary, Biography, History 
##                                                                                                       8 
##                                                                  Documentary, Biography, History, Music 
##                                                                                                       4 
##                                                                  Documentary, Biography, History, Sport 
##                                                                                                       1 
##                                                                    Documentary, Biography, History, War 
##                                                                                                       2 
##                                                                           Documentary, Biography, Music 
##                                                                                                      18 
##                                                                            Documentary, Biography, News 
##                                                                                                       2 
##                                                                           Documentary, Biography, Sport 
##                                                                                                      18 
##                                                                             Documentary, Biography, War 
##                                                                                                       1 
##                                                                                     Documentary, Comedy 
##                                                                                                      77 
##                                                                              Documentary, Comedy, Drama 
##                                                                                                       2 
##                                                                      Documentary, Comedy, Drama, Family 
##                                                                                                       1 
##                                                    Documentary, Comedy, Drama, Family, Fantasy, Romance 
##                                                                                                       1 
##                                                                       Documentary, Comedy, Drama, Sport 
##                                                                                                       1 
##                                                                            Documentary, Comedy, History 
##                                                                                                       1 
##                                                                              Documentary, Comedy, Music 
##                                                                                                       2 
##                                                                            Documentary, Comedy, Musical 
##                                                                                                       2 
##                                                                         Documentary, Comedy, Reality-TV 
##                                                                                                       2 
##                                                                            Documentary, Comedy, Romance 
##                                                                                                       1 
##                                                                                      Documentary, Crime 
##                                                                                                      50 
##                                                                               Documentary, Crime, Drama 
##                                                                                                       3 
##                                                              Documentary, Crime, Drama, Horror, Mystery 
##                                                                                                       1 
##                                                                Documentary, Crime, Drama, Thriller, War 
##                                                                                                       1 
##                                                                             Documentary, Crime, History 
##                                                                                                       5 
##                                                                       Documentary, Crime, History, News 
##                                                                                                       1 
##                                                                               Documentary, Crime, Music 
##                                                                                                       2 
##                                                                             Documentary, Crime, Mystery 
##                                                                                                       3 
##                                                                               Documentary, Crime, Sport 
##                                                                                                       2 
##                                                                                      Documentary, Drama 
##                                                                                                      12 
##                                                                              Documentary, Drama, Family 
##                                                                                                       1 
##                                                                             Documentary, Drama, History 
##                                                                                                       1 
##                                                                      Documentary, Drama, History, Music 
##                                                                                                       1 
##                                                                       Documentary, Drama, History, News 
##                                                                                                       1 
##                                                                    Documentary, Drama, History, Romance 
##                                                                                                       1 
##                                                                        Documentary, Drama, History, War 
##                                                                                                       1 
##                                                                               Documentary, Drama, Music 
##                                                                                                       1 
##                                                                             Documentary, Drama, Mystery 
##                                                                                                       1 
##                                                                   Documentary, Drama, Mystery, Thriller 
##                                                                                                       1 
##                                                                               Documentary, Drama, Sport 
##                                                                                                       2 
##                                                                                     Documentary, Family 
##                                                                                                       7 
##                                                                            Documentary, Family, History 
##                                                                                                       2 
##                                                                                    Documentary, Fantasy 
##                                                                                                       1 
##                                                                                  Documentary, Game-Show 
##                                                                                                       1 
##                                                                                    Documentary, History 
##                                                                                                      33 
##                                                                             Documentary, History, Music 
##                                                                                                       3 
##                                                                           Documentary, History, Musical 
##                                                                                                       1 
##                                                                              Documentary, History, News 
##                                                                                                       4 
##                                                                       Documentary, History, News, Sport 
##                                                                                                       1 
##                                                                             Documentary, History, Sport 
##                                                                                                       1 
##                                                                               Documentary, History, War 
##                                                                                                       6 
##                                                                                     Documentary, Horror 
##                                                                                                       1 
##                                                                                      Documentary, Music 
##                                                                                                      42 
##                                                                                    Documentary, Mystery 
##                                                                                                       3 
##                                                             Documentary, Mystery, Reality-TV, Talk-Show 
##                                                                                                       1 
##                                                                                       Documentary, News 
##                                                                                                       1 
##                                                                                 Documentary, Reality-TV 
##                                                                                                      11 
##                                                                        Documentary, Reality-TV, Romance 
##                                                                                                       1 
##                                                                          Documentary, Reality-TV, Sport 
##                                                                                                       1 
##                                                                      Documentary, Reality-TV, Talk-Show 
##                                                                                                       1 
##                                                                                    Documentary, Romance 
##                                                                                                       1 
##                                                                                     Documentary, Sci-Fi 
##                                                                                                       1 
##                                                                              Documentary, Sci-Fi, Short 
##                                                                                                       1 
##                                                                                      Documentary, Short 
##                                                                                                      59 
##                                                                           Documentary, Short, Biography 
##                                                                                                       3 
##                                                                    Documentary, Short, Biography, Drama 
##                                                                                                       1 
##                                                          Documentary, Short, Biography, Romance, Sci-Fi 
##                                                                                                       1 
##                                                                    Documentary, Short, Biography, Sport 
##                                                                                                       2 
##                                                             Documentary, Short, Comedy, Family, Mystery 
##                                                                                                       1 
##                                                                               Documentary, Short, Drama 
##                                                                                                       1 
##                                                                        Documentary, Short, Drama, Sport 
##                                                                                                       1 
##                                                                              Documentary, Short, Family 
##                                                                                                       1 
##                                                               Documentary, Short, Family, History, News 
##                                                                                                       1 
##                                                                       Documentary, Short, Family, Music 
##                                                                                                       1 
##                                                                             Documentary, Short, History 
##                                                                                                       1 
##                                                                    Documentary, Short, History, Romance 
##                                                                                                       1 
##                                                                                Documentary, Short, News 
##                                                                                                       1 
##                                                                               Documentary, Short, Sport 
##                                                                                                       2 
##                                                                          Documentary, Short, Sport, War 
##                                                                                                       1 
##                                                                                 Documentary, Short, War 
##                                                                                                       1 
##                                                                                      Documentary, Sport 
##                                                                                                      33 
##                                                                                  Documentary, Talk-Show 
##                                                                                                       1 
##                                                                                   Documentary, Thriller 
##                                                                                                       1 
##                                                                                        Documentary, War 
##                                                                                                       6 
##                                                                                                   Drama 
##                                                                                                    1013 
##                                                                                   Drama, Action, Family 
##                                                                                                       1 
##                                                                                        Drama, Adventure 
##                                                                                                       1 
##                                                                                           Drama, Comedy 
##                                                                                                       5 
##                                                                        Drama, Comedy, Action, Adventure 
##                                                                                                       3 
##                                                                                            Drama, Crime 
##                                                                                                       1 
##                                                                                    Drama, Crime, Action 
##                                                                                                       1 
##                                                                                           Drama, Family 
##                                                                                                      34 
##                                                                                  Drama, Family, Fantasy 
##                                                                                                       6 
##                                                                         Drama, Family, Fantasy, Musical 
##                                                                                                       1 
##                                                                         Drama, Family, Fantasy, Mystery 
##                                                                                                       1 
##                                                                         Drama, Family, Fantasy, Romance 
##                                                                                                       1 
##                                                               Drama, Family, Fantasy, Romance, Thriller 
##                                                                                                       1 
##                                                                           Drama, Family, Fantasy, Sport 
##                                                                                                       1 
##                                                                 Drama, Family, Horror, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                                                    Drama, Family, Music 
##                                                                                                       2 
##                                                                           Drama, Family, Music, Romance 
##                                                                                                       4 
##                                                                         Drama, Family, Musical, Romance 
##                                                                                                       4 
##                                                                                  Drama, Family, Mystery 
##                                                                                                       1 
##                                                                               Drama, Family, Reality-TV 
##                                                                                                       1 
##                                                                                  Drama, Family, Romance 
##                                                                                                      10 
##                                                                           Drama, Family, Romance, Sport 
##                                                                                                       1 
##                                                                                   Drama, Family, Sci-Fi 
##                                                                                                       3 
##                                                                                    Drama, Family, Sport 
##                                                                                                       5 
##                                                                                      Drama, Family, War 
##                                                                                                       1 
##                                                                                          Drama, Fantasy 
##                                                                                                      16 
##                                                              Drama, Fantasy, Family, Adventure, Romance 
##                                                                                                       1 
##                                                                        Drama, Fantasy, History, Romance 
##                                                                                                       2 
##                                                                            Drama, Fantasy, History, War 
##                                                                                                       1 
##                                                                                  Drama, Fantasy, Horror 
##                                                                                                       6 
##                                                                         Drama, Fantasy, Horror, Mystery 
##                                                                                                       3 
##                                                                Drama, Fantasy, Horror, Mystery, Romance 
##                                                                                                       2 
##                                              Drama, Fantasy, Horror, Mystery, Romance, Sci-Fi, Thriller 
##                                                                                                       2 
##                                                      Drama, Fantasy, Horror, Mystery, Romance, Thriller 
##                                                                                                       1 
##                                                       Drama, Fantasy, Horror, Mystery, Sci-Fi, Thriller 
##                                                                                                       6 
##                                                               Drama, Fantasy, Horror, Mystery, Thriller 
##                                                                                                      17 
##                                                                         Drama, Fantasy, Horror, Romance 
##                                                                                                       3 
##                                                                          Drama, Fantasy, Horror, Sci-Fi 
##                                                                                                       1 
##                                                                Drama, Fantasy, Horror, Sci-Fi, Thriller 
##                                                                                                       2 
##                                                                        Drama, Fantasy, Horror, Thriller 
##                                                                                                      14 
##                                                                   Drama, Fantasy, Horror, Thriller, War 
##                                                                                                       1 
##                                                                 Drama, Fantasy, Music, Mystery, Romance 
##                                                                                                       1 
##                                                                                 Drama, Fantasy, Musical 
##                                                                                                       1 
##                                                                        Drama, Fantasy, Musical, Romance 
##                                                                                                       1 
##                                                                                 Drama, Fantasy, Mystery 
##                                                                                                       8 
##                                                                        Drama, Fantasy, Mystery, Romance 
##                                                                                                       2 
##                                                                Drama, Fantasy, Mystery, Romance, Sci-Fi 
##                                                                                                       2 
##                                                              Drama, Fantasy, Mystery, Romance, Thriller 
##                                                                                                       3 
##                                                                         Drama, Fantasy, Mystery, Sci-Fi 
##                                                                                                       2 
##                                                               Drama, Fantasy, Mystery, Sci-Fi, Thriller 
##                                                                                                       2 
##                                                                       Drama, Fantasy, Mystery, Thriller 
##                                                                                                       7 
##                                                                                 Drama, Fantasy, Romance 
##                                                                                                      32 
##                                                                         Drama, Fantasy, Romance, Sci-Fi 
##                                                                                                       3 
##                                                                       Drama, Fantasy, Romance, Thriller 
##                                                                                                       3 
##                                                                                  Drama, Fantasy, Sci-Fi 
##                                                                                                       3 
##                                                                        Drama, Fantasy, Sci-Fi, Thriller 
##                                                                                                       4 
##                                                                                   Drama, Fantasy, Short 
##                                                                                                       1 
##                                                                                   Drama, Fantasy, Sport 
##                                                                                                       2 
##                                                                                Drama, Fantasy, Thriller 
##                                                                                                       5 
##                                                       Drama, Fantasy, Thriller, Mystery, Sci-Fi, Horror 
##                                                                                                       1 
##                                                                           Drama, Fantasy, Thriller, War 
##                                                                                                       1 
##                                                                                     Drama, Fantasy, War 
##                                                                                                       1 
##                                                                   Drama, Game-Show, Reality-TV, Romance 
##                                                                                                       1 
##                                                                                          Drama, History 
##                                                                                                      46 
##                                                                                  Drama, History, Horror 
##                                                                                                       2 
##                                                                        Drama, History, Horror, Thriller 
##                                                                                                       1 
##                                                                          Drama, History, Music, Romance 
##                                                                                                       2 
##                                                                   Drama, History, Musical, Romance, War 
##                                                                                                       2 
##                                                                                 Drama, History, Romance 
##                                                                                                      15 
##                                                                  Drama, History, Romance, Thriller, War 
##                                                                                                       2 
##                                                                            Drama, History, Romance, War 
##                                                                                                       6 
##                                                                                   Drama, History, Sport 
##                                                                                                       1 
##                                                                              Drama, History, Sport, War 
##                                                                                                       1 
##                                                                                Drama, History, Thriller 
##                                                                                                      14 
##                                                                           Drama, History, Thriller, War 
##                                                                                                       4 
##                                                                                     Drama, History, War 
##                                                                                                      20 
##                                                                                 Drama, History, Western 
##                                                                                                       1 
##                                                                                           Drama, Horror 
##                                                                                                      21 
##                                                                          Drama, Horror, Music, Thriller 
##                                                                                                       2 
##                                                                        Drama, Horror, Musical, Thriller 
##                                                                                                       1 
##                                                                                  Drama, Horror, Mystery 
##                                                                                                      11 
##                                                                         Drama, Horror, Mystery, Romance 
##                                                                                                       1 
##                                                       Drama, Horror, Mystery, Romance, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                               Drama, Horror, Mystery, Romance, Thriller 
##                                                                                                       3 
##                                                                          Drama, Horror, Mystery, Sci-Fi 
##                                                                                                       2 
##                                                                Drama, Horror, Mystery, Sci-Fi, Thriller 
##                                                                                                       7 
##                                                                        Drama, Horror, Mystery, Thriller 
##                                                                                                      44 
##                                                                                  Drama, Horror, Romance 
##                                                                                                       2 
##                                                                          Drama, Horror, Romance, Sci-Fi 
##                                                                                                       2 
##                                                                                   Drama, Horror, Sci-Fi 
##                                                                                                       5 
##                                                                         Drama, Horror, Sci-Fi, Thriller 
##                                                                                                       7 
##                                                                                 Drama, Horror, Thriller 
##                                                                                                      29 
##                                                                                  Drama, Horror, Western 
##                                                                                                       1 
##                                                                                            Drama, Music 
##                                                                                                      32 
##                                                                                   Drama, Music, Musical 
##                                                                                                       4 
##                                                                          Drama, Music, Musical, Romance 
##                                                                                                       1 
##                                                                                   Drama, Music, Mystery 
##                                                                                                       1 
##                                                                          Drama, Music, Mystery, Romance 
##                                                                                                       2 
##                                                                              Drama, Music, Mystery, War 
##                                                                                                       1 
##                                                                                   Drama, Music, Romance 
##                                                                                                      37 
##                                                                                  Drama, Music, Thriller 
##                                                                                                       2 
##                                                                                          Drama, Musical 
##                                                                                                       6 
##                                                                                 Drama, Musical, Romance 
##                                                                                                      11 
##                                                                       Drama, Musical, Romance, Thriller 
##                                                                                                       1 
##                                                                                  Drama, Musical, Sci-Fi 
##                                                                                                       1 
##                                                                                   Drama, Musical, Sport 
##                                                                                                       1 
##                                                                                Drama, Musical, Thriller 
##                                                                                                       1 
##                                                                                          Drama, Mystery 
##                                                                                                      24 
##                                                                                 Drama, Mystery, Romance 
##                                                                                                      16 
##                                                               Drama, Mystery, Romance, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                                       Drama, Mystery, Romance, Thriller 
##                                                                                                      10 
##                                                                            Drama, Mystery, Romance, War 
##                                                                                                       2 
##                                                                                  Drama, Mystery, Sci-Fi 
##                                                                                                       4 
##                                                                        Drama, Mystery, Sci-Fi, Thriller 
##                                                                                                      22 
##                                                                                Drama, Mystery, Thriller 
##                                                                                                      74 
##                                                                       Drama, Mystery, Thriller, Western 
##                                                                                                       1 
##                                                                                     Drama, Mystery, War 
##                                                                                                       1 
##                                                                                       Drama, Reality-TV 
##                                                                                                       7 
##                                                                                          Drama, Romance 
##                                                                                                     429 
##                                                                               Drama, Romance, Adventure 
##                                                                                                       1 
##                                                                                  Drama, Romance, Sci-Fi 
##                                                                                                      11 
##                                                                        Drama, Romance, Sci-Fi, Thriller 
##                                                                                                       4 
##                                                                                   Drama, Romance, Sport 
##                                                                                                       7 
##                                                                                Drama, Romance, Thriller 
##                                                                                                      19 
##                                                                           Drama, Romance, Thriller, War 
##                                                                                                       1 
##                                                                                     Drama, Romance, War 
##                                                                                                      15 
##                                                                            Drama, Romance, War, Western 
##                                                                                                       1 
##                                                                                 Drama, Romance, Western 
##                                                                                                       2 
##                                                                                           Drama, Sci-Fi 
##                                                                                                      23 
##                                                                                 Drama, Sci-Fi, Thriller 
##                                                                                                      21 
##                                                                        Drama, Sci-Fi, Thriller, Western 
##                                                                                                       1 
##                                                                                            Drama, Short 
##                                                                                                       3 
##                                                                                            Drama, Sport 
##                                                                                                      48 
##                                                                             Drama, Sport, Thriller, War 
##                                                                                                       1 
##                                                                                         Drama, Thriller 
##                                                                                                     139 
##                                                                                    Drama, Thriller, War 
##                                                                                                       8 
##                                                                                Drama, Thriller, Western 
##                                                                                                       4 
##                                                                                              Drama, War 
##                                                                                                      30 
##                                                                                          Drama, Western 
##                                                                                                      13 
##                                                                                                  Family 
##                                                                                                      72 
##                                                                               Family, Adventure, Comedy 
##                                                                                                       1 
##                                                                        Family, Adventure, Comedy, Crime 
##                                                                                                       1 
##                                                                                   Family, Comedy, Music 
##                                                                                                       1 
##                                                                                           Family, Drama 
##                                                                                                       1 
##                                                                                         Family, Fantasy 
##                                                                                                       9 
##                                                              Family, Fantasy, Horror, Mystery, Thriller 
##                                                                                                       1 
##                                                                                  Family, Fantasy, Music 
##                                                                                                       1 
##                                                                                Family, Fantasy, Musical 
##                                                                                                       4 
##                                                                       Family, Fantasy, Musical, Romance 
##                                                                                                       1 
##                                                                                 Family, Fantasy, Sci-Fi 
##                                                                                                       1 
##                                                                                       Family, Game-Show 
##                                                                                                       3 
##                                                                    Family, Game-Show, Music, Reality-TV 
##                                                                                                       1 
##                                                                                          Family, Horror 
##                                                                                                       1 
##                                                                                           Family, Music 
##                                                                                                       2 
##                                                                                  Family, Music, Romance 
##                                                                                                       1 
##                                                                                         Family, Musical 
##                                                                                                       2 
##                                                                                         Family, Mystery 
##                                                                                                       3 
##                                                                                         Family, Romance 
##                                                                                                       6 
##                                                                                          Family, Sci-Fi 
##                                                                                                       1 
##                                                                                Family, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                                                           Family, Sport 
##                                                                                                       3 
##                                                                                                 Fantasy 
##                                                                                                      12 
##                                                                               Fantasy, History, Romance 
##                                                                                                       1 
##                                                                                         Fantasy, Horror 
##                                                                                                       9 
##                                                                                Fantasy, Horror, Mystery 
##                                                                                                       4 
##                                                             Fantasy, Horror, Mystery, Romance, Thriller 
##                                                                                                       1 
##                                                              Fantasy, Horror, Mystery, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                                      Fantasy, Horror, Mystery, Thriller 
##                                                                                                       3 
##                                                                       Fantasy, Horror, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                                               Fantasy, Horror, Thriller 
##                                                                                                       6 
##                                                                                          Fantasy, Music 
##                                                                                                       1 
##                                                                                        Fantasy, Musical 
##                                                                                                       1 
##                                                                                        Fantasy, Mystery 
##                                                                                                       2 
##                                                                               Fantasy, Mystery, Romance 
##                                                                                                       3 
##                                                             Fantasy, Mystery, Romance, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                                     Fantasy, Mystery, Romance, Thriller 
##                                                                                                       1 
##                                                                      Fantasy, Mystery, Sci-Fi, Thriller 
##                                                                                                       2 
##                                                                              Fantasy, Mystery, Thriller 
##                                                                                                       1 
##                                                                                        Fantasy, Romance 
##                                                                                                      10 
##                                                                                         Fantasy, Sci-Fi 
##                                                                                                       1 
##                                                                               Fantasy, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                                                       Fantasy, Thriller 
##                                                                                                       3 
##                                                                            Film-Noir, Mystery, Thriller 
##                                                                                                       1 
##                                                                                               Game-Show 
##                                                                                                       9 
##                                                                                        Game-Show, Music 
##                                                                                                       2 
##                                                                            Game-Show, Music, Reality-TV 
##                                                                                                       2 
##                                                                                   Game-Show, Reality-TV 
##                                                                                                      23 
##                                                                          Game-Show, Reality-TV, Romance 
##                                                                                                       1 
##                                                                            Game-Show, Reality-TV, Sport 
##                                                                                                       1 
##                                                                                    Game-Show, Talk-Show 
##                                                                                                       2 
##                                                                                                 History 
##                                                                                                       7 
##                                                                                          History, Drama 
##                                                                                                       1 
##                                                                                History, Horror, Romance 
##                                                                                                       1 
##                                                                                History, Sport, Thriller 
##                                                                                                       1 
##                                                                                       History, Thriller 
##                                                                                                       1 
##                                                                                            History, War 
##                                                                                                       1 
##                                                                                                  Horror 
##                                                                                                     113 
##                                                                                           Horror, Drama 
##                                                                                                       1 
##                                                                                  Horror, Music, Mystery 
##                                                                                                       1 
##                                                                                 Horror, Music, Thriller 
##                                                                                                       1 
##                                                                                         Horror, Mystery 
##                                                                                                      27 
##                                                                                 Horror, Mystery, Sci-Fi 
##                                                                                                       4 
##                                                                       Horror, Mystery, Sci-Fi, Thriller 
##                                                                                                       6 
##                                                                               Horror, Mystery, Thriller 
##                                                                                                     101 
##                                                                                      Horror, Reality-TV 
##                                                                                                       1 
##                                                                                         Horror, Romance 
##                                                                                                       3 
##                                                                                          Horror, Sci-Fi 
##                                                                                                      11 
##                                                                                Horror, Sci-Fi, Thriller 
##                                                                                                      12 
##                                                                                        Horror, Thriller 
##                                                                                                      91 
##                                                                                   Horror, Thriller, War 
##                                                                                                       1 
##                                                                                             Horror, War 
##                                                                                                       1 
##                                                                                                   Music 
##                                                                                                      20 
##                                                                                          Music, Musical 
##                                                                                                       1 
##                                                                                       Music, Reality-TV 
##                                                                                                       4 
##                                                                                          Music, Romance 
##                                                                                                       3 
##                                                                                                 Musical 
##                                                                                                      11 
##                                                                         Musical, Comedy, Romance, Drama 
##                                                                                                       1 
##                                                                          Musical, Family, Comedy, Drama 
##                                                                                                       1 
##                                                                                        Musical, Fantasy 
##                                                                                                       1 
##                                                                                        Musical, Romance 
##                                                                                                       5 
##                                                                                            Musical, War 
##                                                                                                       1 
##                                                                                                 Mystery 
##                                                                                                      18 
##                                                                             Mystery, Reality-TV, Sci-Fi 
##                                                                                                       1 
##                                                                              Mystery, Romance, Thriller 
##                                                                                                       3 
##                                                                               Mystery, Sci-Fi, Thriller 
##                                                                                                      10 
##                                                                                          Mystery, Short 
##                                                                                                       1 
##                                                                                       Mystery, Thriller 
##                                                                                                      35 
##                                                                                                    News 
##                                                                                                       1 
##                                                                                         News, Talk-Show 
##                                                                                                       1 
##                                                                                              Reality-TV 
##                                                                                                     113 
##                                                                                     Reality-TV, Romance 
##                                                                                                       6 
##                                                                                                 Romance 
##                                                                                                      97 
##                                                                                         Romance, Comedy 
##                                                                                                       3 
##                                                                                          Romance, Drama 
##                                                                                                       2 
##                                                                                 Romance, Drama, Mystery 
##                                                                                                       1 
##                                                                                         Romance, Sci-Fi 
##                                                                                                       1 
##                                                                               Romance, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                                                          Romance, Sport 
##                                                                                                       1 
##                                                                                       Romance, Thriller 
##                                                                                                       1 
##                                                                                                  Sci-Fi 
##                                                                                                      10 
##                                                                                           Sci-Fi, Short 
##                                                                                                       1 
##                                                                                Sci-Fi, Short, Animation 
##                                                                                                       1 
##                                                                                        Sci-Fi, Thriller 
##                                                                                                       9 
##                                                                                                   Short 
##                                                                                                      29 
##                                                                                           Short, Action 
##                                                                                                       5 
##                                                                       Short, Action, Adventure, Fantasy 
##                                                                                                       1 
##                                                           Short, Action, Comedy, Crime, Romance, Sci-Fi 
##                                                                                                       1 
##                                                                            Short, Action, Comedy, Drama 
##                                                                                                       1 
##                                                                                    Short, Action, Crime 
##                                                                                                       1 
##                                                                   Short, Action, Crime, Drama, Thriller 
##                                                                                                       1 
##                                                                           Short, Action, Drama, History 
##                                                                                                       1 
##                                                                  Short, Action, Drama, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                                                   Short, Action, Sci-Fi 
##                                                                                                       1 
##                                                                Short, Adventure, Comedy, Crime, Western 
##                                                                                                       1 
##                                                        Short, Adventure, Comedy, Drama, History, Sci-Fi 
##                                                                                                       1 
##                                                                        Short, Adventure, Comedy, Family 
##                                                                                                       1 
##                                                               Short, Adventure, Drama, Musical, Romance 
##                                                                                                       1 
##                                                                         Short, Adventure, Drama, Sci-Fi 
##                                                                                                       1 
##                                                                                        Short, Animation 
##                                                                                                       1 
##                                                                                Short, Animation, Family 
##                                                                                                       1 
##                                                                                           Short, Comedy 
##                                                                                                      25 
##                                                                             Short, Comedy, Crime, Drama 
##                                                                                                       1 
##                                          Short, Comedy, Crime, Drama, Fantasy, Music, Mystery, Thriller 
##                                                                                                       1 
##                                                                            Short, Comedy, Crime, Horror 
##                                                                                                       1 
##                                                                                    Short, Comedy, Drama 
##                                                                                                       2 
##                                                                           Short, Comedy, Drama, Fantasy 
##                                                                                                       1 
##                                                                           Short, Comedy, Drama, Romance 
##                                                                                                       2 
##                                                                                   Short, Comedy, Family 
##                                                                                                       1 
##                                                                         Short, Comedy, Fantasy, Musical 
##                                                                                                       1 
##                                                                                   Short, Comedy, Horror 
##                                                                                                       1 
##                                                                         Short, Comedy, Horror, Thriller 
##                                                                                                       1 
##                                                                                  Short, Comedy, Romance 
##                                                                                                       6 
##                                                                                   Short, Comedy, Sci-Fi 
##                                                                                                       1 
##                                                                                    Short, Comedy, Sport 
##                                                                                                       2 
##                                                                                 Short, Comedy, Thriller 
##                                                                                                       1 
##                                                                                            Short, Crime 
##                                                                                                       3 
##                                                                                     Short, Crime, Drama 
##                                                                                                       3 
##                                                                  Short, Crime, Drama, Mystery, Thriller 
##                                                                                                       1 
##                                                                                      Short, Documentary 
##                                                                                                       2 
##                                                                                            Short, Drama 
##                                                                                                      58 
##                                                                                    Short, Drama, Family 
##                                                                                                       5 
##                                                                           Short, Drama, Family, Fantasy 
##                                                                                                       1 
##                                                                                   Short, Drama, Fantasy 
##                                                                                                       2 
##                                                                                   Short, Drama, History 
##                                                                                                       1 
##                                                                                    Short, Drama, Horror 
##                                                                                                       1 
##                                                                                     Short, Drama, Music 
##                                                                                                       2 
##                                                                           Short, Drama, Mystery, Sci-Fi 
##                                                                                                       1 
##                                                                                   Short, Drama, Romance 
##                                                                                                       4 
##                                                                                    Short, Drama, Sci-Fi 
##                                                                                                       1 
##                                                                          Short, Drama, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                                                     Short, Drama, Sport 
##                                                                                                       1 
##                                                                                  Short, Drama, Thriller 
##                                                                                                       4 
##                                                                                           Short, Family 
##                                                                                                       3 
##                                                                                          Short, Fantasy 
##                                                                                                       3 
##                                                                                  Short, Fantasy, Horror 
##                                                                                                       2 
##                                                                                           Short, Horror 
##                                                                                                       4 
##                                                                        Short, Horror, Mystery, Thriller 
##                                                                                                       1 
##                                                                         Short, Horror, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                                                            Short, Music 
##                                                                                                      11 
##                                                                                          Short, Mystery 
##                                                                                                       1 
##                                                                                  Short, Mystery, Sci-Fi 
##                                                                                                       1 
##                                                                                Short, Mystery, Thriller 
##                                                                                                       1 
##                                                                                             Short, News 
##                                                                                                       1 
##                                                                                          Short, Romance 
##                                                                                                       3 
##                                                                                           Short, Sci-Fi 
##                                                                                                       2 
##                                                                                 Short, Sci-Fi, Thriller 
##                                                                                                       1 
##                                                                                         Short, Thriller 
##                                                                                                      10 
##                                                                                              Short, War 
##                                                                                                       2 
##                                                                                                   Sport 
##                                                                                                      10 
##                                                                                               Talk-Show 
##                                                                                                      10 
##                                                                                                Thriller 
##                                                                                                     104 
##                                                                                       Thriller, Mystery 
##                                                                                                       1 
##                                                                                                     War 
##                                                                                                       1 
##                                                                             War, Drama, Action, Romance 
##                                                                                                       1 
##                                                                                                 Western 
##                                                                                                       6 
##                                                                                      Western, Adventure 
##                                                                                                       3
table(Netflix$Series.or.Movie)
## 
##  Movie Series 
##  11697   3783

CONDUCTNG DESCRIPTIVE ANALYSIS:

Descriptive analysis on few columns.

summary(Netflix$Hidden.Gem.Score)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   0.000   3.000   6.000   5.132   7.800   9.800
summary(Netflix$IMDb.Score)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   0.000   5.300   6.400   5.615   7.200   9.700
summary(Netflix$Rotten.Tomatoes.Score)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##    0.00    0.00    0.00   24.54   53.00  100.00
summary(Netflix$IMDb.Votes)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##       0     131    1396   36929   13951 2354197

Comparing Hidden.Gem.Score, IMDb.Score, Rotten.Tomatoes.Score and IMDb.Votes with Series.or.Movies.

aggregate(Netflix$Hidden.Gem.Score ~ Netflix$Series.or.Movie, data = Netflix, FUN = mean)
##   Netflix$Series.or.Movie Netflix$Hidden.Gem.Score
## 1                   Movie                 4.937463
## 2                  Series                 5.732223
aggregate(Netflix$Hidden.Gem.Score ~ Netflix$Series.or.Movie, data = Netflix, FUN = median)
##   Netflix$Series.or.Movie Netflix$Hidden.Gem.Score
## 1                   Movie                      5.3
## 2                  Series                      7.3
aggregate(Netflix$Hidden.Gem.Score ~ Netflix$Series.or.Movie, data = Netflix, FUN = max)
##   Netflix$Series.or.Movie Netflix$Hidden.Gem.Score
## 1                   Movie                      9.8
## 2                  Series                      9.6
aggregate(Netflix$Hidden.Gem.Score ~ Netflix$Series.or.Movie, data = Netflix, FUN = min)
##   Netflix$Series.or.Movie Netflix$Hidden.Gem.Score
## 1                   Movie                        0
## 2                  Series                        0
aggregate(Netflix$IMDb.Score ~ Netflix$Series.or.Movie, data = Netflix, FUN = mean)
##   Netflix$Series.or.Movie Netflix$IMDb.Score
## 1                   Movie           5.543524
## 2                  Series           5.836928
aggregate(Netflix$IMDb.Score ~ Netflix$Series.or.Movie, data = Netflix, FUN = median)
##   Netflix$Series.or.Movie Netflix$IMDb.Score
## 1                   Movie                6.2
## 2                  Series                7.0
aggregate(Netflix$IMDb.Score ~ Netflix$Series.or.Movie, data = Netflix, FUN = max)
##   Netflix$Series.or.Movie Netflix$IMDb.Score
## 1                   Movie                9.7
## 2                  Series                9.5
aggregate(Netflix$IMDb.Score ~ Netflix$Series.or.Movie, data = Netflix, FUN = min)
##   Netflix$Series.or.Movie Netflix$IMDb.Score
## 1                   Movie                  0
## 2                  Series                  0
aggregate(Netflix$Rotten.Tomatoes.Score ~ Netflix$Series.or.Movie, data = Netflix, FUN = mean)
##   Netflix$Series.or.Movie Netflix$Rotten.Tomatoes.Score
## 1                   Movie                     31.509960
## 2                  Series                      2.988105
aggregate(Netflix$Rotten.Tomatoes.Score ~ Netflix$Series.or.Movie, data = Netflix, FUN = median)
##   Netflix$Series.or.Movie Netflix$Rotten.Tomatoes.Score
## 1                   Movie                            13
## 2                  Series                             0
aggregate(Netflix$Rotten.Tomatoes.Score ~ Netflix$Series.or.Movie, data = Netflix, FUN = max)
##   Netflix$Series.or.Movie Netflix$Rotten.Tomatoes.Score
## 1                   Movie                           100
## 2                  Series                           100
aggregate(Netflix$Rotten.Tomatoes.Score ~ Netflix$Series.or.Movie, data = Netflix, FUN = min)
##   Netflix$Series.or.Movie Netflix$Rotten.Tomatoes.Score
## 1                   Movie                             0
## 2                  Series                             0
aggregate(Netflix$IMDb.Votes ~ Netflix$Series.or.Movie, data = Netflix, FUN = mean)
##   Netflix$Series.or.Movie Netflix$IMDb.Votes
## 1                   Movie           44100.60
## 2                  Series           14755.14
aggregate(Netflix$IMDb.Votes ~ Netflix$Series.or.Movie, data = Netflix, FUN = median)
##   Netflix$Series.or.Movie Netflix$IMDb.Votes
## 1                   Movie               1917
## 2                  Series                556
aggregate(Netflix$IMDb.Votes ~ Netflix$Series.or.Movie, data = Netflix, FUN = max)
##   Netflix$Series.or.Movie Netflix$IMDb.Votes
## 1                   Movie            2354197
## 2                  Series            1469976
aggregate(Netflix$IMDb.Votes ~ Netflix$Series.or.Movie, data = Netflix, FUN = min)
##   Netflix$Series.or.Movie Netflix$IMDb.Votes
## 1                   Movie                  0
## 2                  Series                  0

SUMMARY STATISTICS.

skimr::skim_without_charts(Netflix)
Data summary
Name Netflix
Number of rows 15480
Number of columns 22
_______________________
Column type frequency:
character 12
Date 2
numeric 8
________________________
Group variables None

Variable type: character

skim_variable n_missing complete_rate min max empty n_unique whitespace
Title 0 1 1 106 0 15071 0
Genre 0 1 0 103 1710 1781 0
Tags 0 1 0 653 67 13379 0
Languages 0 1 0 123 1935 1439 0
Series.or.Movie 0 1 5 6 0 2 0
Country.Availability 0 1 0 321 19 7531 0
Runtime 0 1 0 12 1 5 0
Director 0 1 0 196 4708 6747 0
Writer 0 1 0 458 4330 9651 0
Actors 0 1 0 105 1925 12935 0
View.Rating 0 1 0 9 7024 29 0
Boxoffice 0 1 0 12 11473 3837 0

Variable type: Date

skim_variable n_missing complete_rate min max median n_unique
Release.Date 2107 0.86 1910-04-25 2022-10-14 2015-08-18 5314
Netflix.Release.Date 0 1.00 2015-04-14 2021-03-04 2018-10-05 1823

Variable type: numeric

skim_variable n_missing complete_rate mean sd p0 p25 p50 p75 p100
Hidden.Gem.Score 0 1.00 5.13 2.92 0 3.0 6.0 7.80 9.8
IMDb.Score 0 1.00 5.62 2.47 0 5.3 6.4 7.20 9.7
Rotten.Tomatoes.Score 0 1.00 24.54 34.04 0 0.0 0.0 53.00 100.0
Awards.Received 0 1.00 3.44 12.24 0 0.0 0.0 2.00 300.0
Awards.Nominated.For 0 1.00 6.92 22.11 0 0.0 0.0 5.00 386.0
IMDb.Votes 0 1.00 36929.16 117772.19 0 131.0 1395.5 13951.25 2354197.0
Released_Year 2107 0.86 2011.09 11.56 1910 2009.0 2015.0 2018.00 2022.0
Released_Year_Net 0 1.00 2017.87 1.97 2015 2016.0 2018.0 2020.00 2021.0

Data Visualization:

Let’s visualize the count of total series and movies in our dataset.

colors <- rep("black", length = 2)
colors[1] <- "crimson"
count <- table(Netflix$Series.or.Movie)
fig <- plot_ly(data = Netflix, x = ~Series.or.Movie, y = ~count, type = "bar",
               text = ~count, textposition = "outside", marker = list(color = colors))
fig <- fig %>% 
  layout(
    title = "More Movie️ or TV Series ?",
    uniformtext = list(minsize = 8, mode = "hide"),
    barmode = "group",
    xaxis = list(tickangle = -45, title = "Category", titlefont = list(size = 14)),
    yaxis = list(title = "Quantity", titlefont = list(size = 14)),
    annotations = list(
      text = ~count,
      x = ~Series.or.Movie,
      y = ~count,
      textposition = "outside"
    )
  ) 
fig

We can see there are more series than movies in our dataset.

We are diving our dataframe into two so we can work and analyze separately.

Netflix_movie <- subset(Netflix, Series.or.Movie  == 'Movie')
Netflix_movie_head <- head(Netflix_movie, n = 1)
Netflix_series <- subset(Netflix, Series.or.Movie  == 'Series')
Netflix_series_head <- head(Netflix_series, n = 1)

Checking the top 10 Series with most amount of Hidden Gem Score.

Netflix_series_hdg <- Netflix_series[!is.na(Netflix_series$Hidden.Gem.Score), ]
Netflix_series_hdg <- Netflix_series_hdg %>% arrange(desc(Hidden.Gem.Score))
top_s_10_list <- head(Netflix_series_hdg, 10)
top_s_10_list <- top_s_10_list %>% select(Title) %>% mutate(row_number = row_number())
cat('The 10 Best Hidden Gems on Tv Series are:\n')
## The 10 Best Hidden Gems on Tv Series are:
cat(paste(top_s_10_list$row_number, top_s_10_list$Title, sep = "\t"))
## 1    A Lion in the House 2   Flavours of Romania 3   Im Sorry 4  Numberblocks 5  Regiment Diaries 6  Stranger 7  Aunty Donnas Big Ol House of Fun 8  The Lost Art 9  A Love to Last 10   Doble Kara

Checking the top 10 Movies with most amount of Hidden Gem Score.

Netflix_movie_hdg <- Netflix_movie[!is.na(Netflix_movie$Hidden.Gem.Score), ]
Netflix_movie_hdg <- Netflix_movie_hdg %>% arrange(desc(Hidden.Gem.Score))
top_m_10_list <- head(Netflix_movie_hdg, 10)
top_m_10_list <- top_m_10_list %>% select(Title) %>% mutate(row_number = row_number())
cat('The 10 Best Hidden Gems on Movies are:\n')
## The 10 Best Hidden Gems on Movies are:
cat(paste(top_m_10_list$row_number, top_m_10_list$Title, sep = "\t"))
## 1    No Festival 2   The Dream House 3   Horsin Around 4 Conspiracy 5    Green Gold 6    Bye Bye London 7    One Girl 8  The Last Animals 9  The Consuls Son 10  Invisible Essence: The Little Prince

Let’s see what we can do with tags.

df_series_tag <- na.omit(Netflix_series[Netflix_series$Tags != "", ])
series_tags <- df_series_tag$Tags
words <- c()
for (tag in series_tags) {
  doc <- tolower(tag)
  doc <- removePunctuation(doc)
  doc <- removeNumbers(doc)
  doc <- removeWords(doc, stopwords("english"))
  words <- c(words, strsplit(doc, "\\s+")[[1]])
}
wordcloud_data <- data.frame(words = words)
wordcloud(wordcloud_data$words, random.order = FALSE, 
          colors = brewer.pal(8, "Dark2"),
          max.words = 100, scale=c(3, 0.5),
          random.color = TRUE)
## Warning in tm_map.SimpleCorpus(corpus, tm::removePunctuation): transformation
## drops documents
## Warning in tm_map.SimpleCorpus(corpus, function(x) tm::removeWords(x,
## tm::stopwords())): transformation drops documents

Similarly we will do for movies.

df_movie_tag <- na.omit(Netflix_movie[Netflix_movie$Tags != "", ])
movie_tags <- df_movie_tag$Tags
words <- c()
for (tag in movie_tags) {
  doc <- tolower(tag)
  doc <- removePunctuation(doc)
  doc <- removeNumbers(doc)
  doc <- removeWords(doc, stopwords("english"))
  words <- c(words, strsplit(doc, "\\s+")[[1]])
}
wordcloud_data <- data.frame(words = words)

wordcloud(wordcloud_data$words, random.order = FALSE, 
          colors = brewer.pal(8, "Dark2"),
          max.words = 100, scale=c(3, 0.5),
          random.color = TRUE)
## Warning in tm_map.SimpleCorpus(corpus, tm::removePunctuation): transformation
## drops documents
## Warning in tm_map.SimpleCorpus(corpus, function(x) tm::removeWords(x,
## tm::stopwords())): transformation drops documents

Let’s see which spoken language do we have for series.

Netflix_series_lan <- Netflix_series[!is.na(Netflix_series$Languages), ]
series_lan_list <- strsplit(Netflix_series_lan$Languages, ", ")
s_lan_list <- list()
for (languages in series_lan_list) {
  for (language in languages) {
    if (language %in% names(s_lan_list)) {
      s_lan_list[[language]] <- s_lan_list[[language]] + 1
    } else {
      s_lan_list[[language]] <- 1
    }
  }
}
s_lan_df <- data.frame(
  language = names(s_lan_list),
  Counts_of_language = unlist(s_lan_list),
  stringsAsFactors = FALSE
)
top_10_s_lan <- s_lan_df %>%
  arrange(desc(Counts_of_language)) %>%
  head(10)

fig <- plot_ly(
  data = top_10_s_lan,
  type = "bar",
  x = ~language,
  y = ~Counts_of_language,
  text = ~Counts_of_language,
  textposition = "auto",
  marker = list(color = colors_10)
)
fig <- fig %>% 
  layout(
    title = "Top 10 languages in series?",
    xaxis = list(title = "languages", titlefont = list(size = 14)),
    yaxis = list(title = "Quantity", titlefont = list(size = 14)),
    uniformtext = list(minsize = 8, mode = "hide")
  )
fig

Similartly we will do for movies.

Netflix_movie_lan <- Netflix_movie[!is.na(Netflix_movie$Languages), ]
movie_lan_list <- strsplit(Netflix_movie_lan$Languages, ", ")
m_lan_list <- list()
for (languages in movie_lan_list) {
  for (language in languages) {
    if (language %in% names(m_lan_list)) {
      m_lan_list[[language]] <- m_lan_list[[language]] + 1
    } else {
      m_lan_list[[language]] <- 1
    }
  }
}
m_lan_df <- data.frame(
  language = names(m_lan_list),
  Counts_of_language = unlist(m_lan_list),
  stringsAsFactors = FALSE
)
top_10_m_lan <- m_lan_df %>%
  arrange(desc(Counts_of_language)) %>%
  head(10)

fig <- plot_ly(
  data = top_10_m_lan,
  type = "bar",
  x = ~language,
  y = ~Counts_of_language,
  text = ~Counts_of_language,
  textposition = "auto",
  marker = list(color = colors_10)
)
fig <- fig %>% 
  layout(
    title = "Top 10 languages in movies?",
    xaxis = list(title = "languages", titlefont = list(size = 14)),
    yaxis = list(title = "Quantity", titlefont = list(size = 14)),
    uniformtext = list(minsize = 8, mode = "hide")
  )
fig

Now let’s see for which countries have a larger availability in series.

Netflix_series_ctr <- Netflix_series[!is.na(Netflix_series$Country.Availability), ]
series_ctr_list <- strsplit(Netflix_series_ctr$Country.Availability, ", ")
s_ctr_list <- list()
for (countries in series_ctr_list) {
  for (country in countries) {
    if (country %in% names(s_ctr_list)) {
      s_ctr_list[[country]] <- s_ctr_list[[country]] + 1
    } else {
      s_ctr_list[[country]] <- 1
    }
  }
}
s_ctr_df <- data.frame(
  Country = names(s_ctr_list),
  Counts_of_Country_Availability = unlist(s_ctr_list),
  stringsAsFactors = FALSE
)
top_10_s_ctr <- s_ctr_df %>%
  arrange(desc(Counts_of_Country_Availability)) %>%
  head(10)
fig <- plot_ly(
  data = top_10_s_ctr,
  type = "bar",
  x = ~Country,
  y = ~Counts_of_Country_Availability,
  text = ~Counts_of_Country_Availability,
  textposition = "auto",
  marker = list(color = colors_10)
)
fig <- fig %>% 
  layout(
    title = "Which countries have a larger Series Availability?",
    xaxis = list(title = "Countries", titlefont = list(size = 14)),
    yaxis = list(title = "Quantity", titlefont = list(size = 14)),
    uniformtext = list(minsize = 8, mode = "hide")
  )
fig

For movies.

Netflix_movie_lan <- Netflix_movie[!is.na(Netflix_movie$Languages), ]
movie_lan_list <- strsplit(Netflix_movie_lan$Languages, ", ")
m_lan_list <- list()
for (languages in movie_lan_list) {
  for (language in languages) {
    if (language %in% names(m_lan_list)) {
      m_lan_list[[language]] <- m_lan_list[[language]] + 1
    } else {
      m_lan_list[[language]] <- 1
    }
  }
}
m_lan_df <- data.frame(
  language = names(m_lan_list),
  Counts_of_language = unlist(m_lan_list),
  stringsAsFactors = FALSE
)
top_10_m_lan <- m_lan_df %>%
  arrange(desc(Counts_of_language)) %>%
  head(10)
fig <- plot_ly(
  data = top_10_m_lan,
  type = "bar",
  x = ~language,
  y = ~Counts_of_language,
  text = ~Counts_of_language,
  textposition = "auto",
  marker = list(color = colors_10)
)
fig <- fig %>% 
  layout(
    title = "Top 10 languages in movies?",
    xaxis = list(title = "languages", titlefont = list(size = 14)),
    yaxis = list(title = "Quantity", titlefont = list(size = 14)),
    uniformtext = list(minsize = 8, mode = "hide")
  )
fig

let’s find out what this dataframe teaches us about the duration of the various TV series or films.

Netflix_series_drt <- Netflix_series[!is.na(Netflix_series$Runtime), ]
runtime_counts <- table(Netflix_series_drt$Runtime)
runtime_counts
## 
##              < 30 minutes 
##            1         3782

we can see this dataframe telling us that Netflix series episodes are always 30 minutes or less.

Netflix_movie_drt <- Netflix_movie[complete.cases(Netflix_movie$Runtime), ]


count_d <- table(Netflix_movie_drt$Runtime)
df_count <- data.frame(Duration = names(count_d), Count = as.vector(count_d))
fig <- plot_ly(
  data = df_count,
  type = "bar",
  x = ~Duration,
  y = ~Count,
  text = ~Count,
  textposition = "auto",
  marker = list(color = colors_10)
)
fig <- fig %>% 
  layout(
    title = "What is the average duration of a movie on Netflix?",
    xaxis = list(title = "Duration", titlefont = list(size = 14)),
    yaxis = list(title = "Quantity", titlefont = list(size = 14)),
    uniformtext = list(minsize = 8, mode = "hide")
  )
fig

Let’s see Which directors have directed more TV Series.

Netflix_series_dir <- Netflix_series[!is.na(Netflix_series$Director), ]

series_dir_list <- strsplit(Netflix_series_dir$Director, ', ')
s_dir_list <- list()
for (directors in series_dir_list) {
  for (director in directors) {
    if (director %in% names(s_dir_list)) {
      s_dir_list[[director]] <- s_dir_list[[director]] + 1
    } else {
      s_dir_list[[director]] <- 1
    }
  }
}
s_dir_df <- data.frame(Director = names(s_dir_list), Director_Counts = unlist(s_dir_list))
s_dir_df <- s_dir_df[order(s_dir_df$Director_Counts, decreasing = TRUE), ]
top_10_s_dir <- head(s_dir_df, 10)
fig <- plot_ly(
  data = top_10_s_dir,
  type = "bar",
  x = ~Director,
  y = ~Director_Counts,
  text = ~Director_Counts,
  textposition = "auto",
  marker = list(color = colors_10)
)
fig <- fig %>% 
  layout(
    title = "Which directors have directed more TV Series?",
    xaxis = list(title = "Directors", titlefont = list(size = 14)),
    yaxis = list(title = "Number of TV Series directed", titlefont = list(size = 14)),
    uniformtext = list(minsize = 8, mode = "hide")
  )
fig

Let’s see for movies.

Netflix_movie_dir <- Netflix_movie[!is.na(Netflix_movie$Director), ]

movie_dir_list <- strsplit(Netflix_movie_dir$Director, ', ')
m_dir_list <- list()
for (directors in movie_dir_list) {
  for (director in directors) {
    if (director %in% names(m_dir_list)) {
      m_dir_list[[director]] <- m_dir_list[[director]] + 1
    } else {
      m_dir_list[[director]] <- 1
    }
  }
}
m_dir_df <- data.frame(Director = names(m_dir_list), Director_Counts = unlist(m_dir_list))
m_dir_df <- m_dir_df[order(m_dir_df$Director_Counts, decreasing = TRUE), ]
top_10_m_dir <- head(m_dir_df, 10)
fig <- plot_ly(
  data = top_10_m_dir,
  type = "bar",
  x = ~Director,
  y = ~Director_Counts,
  text = ~Director_Counts,
  textposition = "auto",
  marker = list(color = colors_10)
)
fig <- fig %>% 
  layout(
    title = "Which directors have directed more Movies?",
    xaxis = list(title = "Directors", titlefont = list(size = 14)),
    yaxis = list(title = "Number of TV Movies directed", titlefont = list(size = 14)),
    uniformtext = list(minsize = 8, mode = "hide")
  )
fig

Now let’s see Which actors have played more TV Series.

Netflix_series_act <- Netflix_series[!is.na(Netflix_series$Actors), ]

series_act_list <- strsplit(Netflix_series_act$Actors, ', ')
s_act_list <- list()
for (actors in series_act_list) {
  for (actor in actors) {
    if (actor %in% names(s_act_list)) {
      s_act_list[[actor]] <- s_act_list[[actor]] + 1
    } else {
      s_act_list[[actor]] <- 1
    }
  }
}
s_act_df <- data.frame(Actor = names(s_act_list), Actor_Counts = unlist(s_act_list))
s_act_df <- s_act_df[order(s_act_df$Actor_Counts, decreasing = TRUE), ]
top_10_s_act <- head(s_act_df, 10)
fig <- plot_ly(
  data = top_10_s_act,
  type = "bar",
  x = ~Actor,
  y = ~Actor_Counts,
  text = ~Actor_Counts,
  textposition = "auto",
  marker = list(color = colors_10)
)
fig <- fig %>% 
  layout(
    title = "Which actors have played more TV Series?",
    xaxis = list(title = "Actors", titlefont = list(size = 14)),
    yaxis = list(title = "Number of TV Series played", titlefont = list(size = 14)),
    uniformtext = list(minsize = 8, mode = "hide")
  )
fig

Similarly we will see for movies.

Netflix_movie_act <- Netflix_movie[!is.na(Netflix_movie$Actors), ]

movie_act_list <- strsplit(Netflix_movie_act$Actors, ', ')
m_act_list <- list()
for (actors in movie_act_list) {
  for (actor in actors) {
    if (actor %in% names(m_act_list)) {
      m_act_list[[actor]] <- m_act_list[[actor]] + 1
    } else {
      m_act_list[[actor]] <- 1
    }
  }
}
m_act_df <- data.frame(Actor = names(m_act_list), Actor_Counts = unlist(m_act_list))
m_act_df <- m_act_df[order(m_act_df$Actor_Counts, decreasing = TRUE), ]
top_10_m_act <- head(m_act_df, 10)
fig <- plot_ly(
  data = top_10_m_act,
  type = "bar",
  x = ~Actor,
  y = ~Actor_Counts,
  text = ~Actor_Counts,
  textposition = "auto",
  marker = list(color = colors_10)
)
fig <- fig %>% 
  layout(
    title = "Which actors have played more Movies?",
    xaxis = list(title = "Actors", titlefont = list(size = 14)),
    yaxis = list(title = "Number of Movies played", titlefont = list(size = 14)),
    uniformtext = list(minsize = 8, mode = "hide")
  )
fig

Let’s see Which are the most rated TV Series for IMDb.

Netflix_series_imdb <- Netflix_series[!is.na(Netflix_series$IMDb.Score), ]
Netflix_series_imdb <- Netflix_series_imdb[order(Netflix_series_imdb$IMDb.Score, decreasing = TRUE), ]
top_s_imdb_10_list <- head(Netflix_series_imdb, 10)


fig <- plot_ly(
  data = top_s_imdb_10_list,
  type = "bar",
  x = ~Title,
  y = ~IMDb.Score,
  text = ~IMDb.Score,
  textposition = "auto",
  marker = list(color = colors_10)
)
fig <- fig %>% 
  layout(
    title = "Which are the most rated TV Series for IMDb?",
    xaxis = list(title = "Titles", titlefont = list(size = 14)),
    yaxis = list(title = "IMDb Score", titlefont = list(size = 14)),
    uniformtext = list(minsize = 8, mode = "hide")
  )
fig

Similarly we will see for movies.

Netflix_movie_imdb <- Netflix_movie[!is.na(Netflix_movie$IMDb.Score), ]
Netflix_movie_imdb <- Netflix_movie_imdb[order(Netflix_movie_imdb$IMDb.Score, decreasing = TRUE), ]
top_m_imdb_10_list <- head(Netflix_movie_imdb, 10)


fig <- plot_ly(
  data = top_m_imdb_10_list,
  type = "bar",
  x = ~Title,
  y = ~IMDb.Score,
  text = ~IMDb.Score,
  textposition = "auto",
  marker = list(color = colors_10)
)
fig <- fig %>% 
  layout(
    title = "Which are the most rated Movies for IMDb?",
    xaxis = list(title = "Titles", titlefont = list(size = 14)),
    yaxis = list(title = "IMDb Score", titlefont = list(size = 14)),
    uniformtext = list(minsize = 8, mode = "hide")
  )
fig

Now let’s see Which are the most rated TV Series for Rotten Tomatoes.

Netflix_series_rt <- Netflix_series[!is.na(Netflix_series$Rotten.Tomatoes.Score), ]
Netflix_series_rt <- Netflix_series_rt[order(Netflix_series_rt$Rotten.Tomatoes.Score, decreasing = TRUE), ]
top_s_rt_10_list <- head(Netflix_series_rt, 10)

fig <- plot_ly(
  data = top_s_rt_10_list,
  type = "bar",
  x = ~Title,
  y = ~Rotten.Tomatoes.Score,
  text = ~Rotten.Tomatoes.Score,
  textposition = "auto",
  marker = list(color = colors_10)
)
fig <- fig %>% 
  layout(
    title = "Which are the most rated TV Series for Rotten Tomatoes?",
    xaxis = list(title = "Titles", titlefont = list(size = 14)),
    yaxis = list(title = "Rotten Tomatoes Score", titlefont = list(size = 14)),
    uniformtext = list(minsize = 8, mode = "hide")
  )
fig

Similarly for movies.

Netflix_movie_rt <- Netflix_movie[!is.na(Netflix_movie$Rotten.Tomatoes.Score), ]
Netflix_movie_rt <- Netflix_movie_rt[order(Netflix_movie_rt$Rotten.Tomatoes.Score, decreasing = TRUE), ]
top_m_rt_10_list <- head(Netflix_movie_rt, 10)

fig <- plot_ly(
  data = top_m_rt_10_list,
  type = "bar",
  x = ~Title,
  y = ~Rotten.Tomatoes.Score,
  text = ~Rotten.Tomatoes.Score,
  textposition = "auto",
  marker = list(color = colors_10)
)
fig <- fig %>% 
  layout(
    title = "Which are the most rated Movies for Rotten Tomatoes?",
    xaxis = list(title = "Titles", titlefont = list(size = 14)),
    yaxis = list(title = "Rotten Tomatoes Score", titlefont = list(size = 14)),
    uniformtext = list(minsize = 8, mode = "hide")
  )
fig

Now let’s see the top 15 series with most awards.

Netflix_series_awr <- Netflix_series[!is.na(Netflix_series$Awards.Received), ]
Netflix_series_awr <- Netflix_series_awr[order(Netflix_series_awr$Awards.Received, decreasing = TRUE), ]
top_s_awr_15_list <- head(Netflix_series_awr, 15)

top_s_awr_15_df <- head(top_s_awr_15_list, 15)
ggplot(top_s_awr_15_df, aes(x = Title, y = Awards.Received, fill = Awards.Received)) +
  geom_bar(stat = 'identity') +
  scale_fill_gradient(low = "darkred", high = "black") +
  labs(title = 'Top 15 series with most awards',
       x = 'Titles',
       y = 'Awards Received') +
  theme_minimal() +
  theme(axis.text.x = element_text(angle = 90, hjust = 1))

For movies.

Netflix_movie_awr <- Netflix_movie[complete.cases(Netflix_movie$Awards.Received), ]
Netflix_movie_awr <- Netflix_movie_awr[order(Netflix_movie_awr$Awards.Received, decreasing = TRUE), ]
top_m_awr_15_list <- head(Netflix_movie_awr, 15)


top_m_awr_15_df <- head(top_m_awr_15_list, 15)
ggplot(top_m_awr_15_df, aes(x = Title, y = Awards.Received, fill = Awards.Received)) +
  geom_bar(stat = 'identity') +
  scale_fill_gradient(low = "darkred", high = "black") +
  labs(title = 'Top 15 series with most awards',
       x = 'Titles',
       y = 'Awards Received') +
  theme_minimal() +
  theme(axis.text.x = element_text(angle = 90, hjust = 1))

Now let’s see in which year there have been more Series released.

Netflix_series_rel <- Netflix_series[!is.na(Netflix_series$Released_Year_Net), ]


series_rel_list <- Netflix_series_act$Released_Year_Net
s_rel_list <- table(series_rel_list)
s_rel_df <- data.frame('Year' = names(s_rel_list), 'Counts' = as.numeric(s_rel_list))
s_rel_df <- s_rel_df[order(-s_rel_df$Counts), ]
top_10_s_rel <- head(s_rel_df, 10)

fig <- plot_ly(
  data = top_10_s_rel,
  type = "bar",
  x = ~Year,
  y = ~Counts,
  text = ~Counts,
  textposition = "auto",
  marker = list(color = colors_10)
)
fig <- fig %>% 
  layout(
    title = "In which year there have been more TV Series released?",
    yaxis = list(title = "Number of releases", titlefont = list(size = 14)),
    xaxis = list(title = "Year", titlefont = list(size = 14)),
    uniformtext = list(minsize = 8, mode = "hide")
  )
fig

For movies.

Netflix_movie_rel <- Netflix_movie[!is.na(Netflix_movie$Released_Year_Net), ]

movie_rel_list <- Netflix_movie_act$Released_Year_Net
m_rel_list <- table(movie_rel_list)
m_rel_df <- data.frame('Year' = names(m_rel_list), 'Counts' = as.numeric(m_rel_list))
m_rel_df <- m_rel_df[order(-m_rel_df$Counts), ]
top_10_m_rel <- head(m_rel_df, 10)

fig <- plot_ly(
  data = top_10_m_rel,
  type = "bar",
  x = ~Year,
  y = ~Counts,
  text = ~Counts,
  textposition = "auto",
  marker = list(color = colors_10)
)
fig <- fig %>% 
  layout(
    title = "In which year there have been more Movies released?",
    yaxis = list(title = "Number of releases", titlefont = list(size = 14)),
    xaxis = list(title = "Year", titlefont = list(size = 14)),
    uniformtext = list(minsize = 8, mode = "hide")
  )
fig